{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "d02f1c42-6793-46a1-bb79-c9c41b05f1d0",
   "metadata": {},
   "source": [
    "Chapter 12\n",
    "# Seaborn散点图\n",
    "Book_1《编程不难》 | 鸢尾花书：从加减乘除到机器学习  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1f963633-0dc6-41bd-8101-6b544956a912",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入包\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt \n",
    "import pandas as pd  \n",
    "import seaborn as sns \n",
    "from sklearn.datasets import load_iris"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "73028053-2da8-4036-8010-99091af62b83",
   "metadata": {},
   "source": [
    "### 1. 导入并简单分析数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "154e9e42-9bd9-4f81-90d6-257fcfbf55b0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   sepal_length  sepal_width  petal_length  petal_width species\n",
       "0           5.1          3.5           1.4          0.2  setosa\n",
       "1           4.9          3.0           1.4          0.2  setosa\n",
       "2           4.7          3.2           1.3          0.2  setosa\n",
       "3           4.6          3.1           1.5          0.2  setosa\n",
       "4           5.0          3.6           1.4          0.2  setosa"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 从seaborn中导入鸢尾花样本数据\n",
    "iris_sns = sns.load_dataset(\"iris\") \n",
    "\n",
    "iris_sns.head()\n",
    "# 打印数据帧前5行"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b568c665-fb57-4dfd-96e3-e1a45054884c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['sepal_length', 'sepal_width', 'petal_length', 'petal_width',\n",
       "       'species'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 打印数据帧列名\n",
    "iris_sns.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "92797e0a-b209-4d89-bf27-2e98dafd9f48",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>5.843333</td>\n",
       "      <td>3.057333</td>\n",
       "      <td>3.758000</td>\n",
       "      <td>1.199333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.828066</td>\n",
       "      <td>0.435866</td>\n",
       "      <td>1.765298</td>\n",
       "      <td>0.762238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>4.300000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>5.100000</td>\n",
       "      <td>2.800000</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>0.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>5.800000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4.350000</td>\n",
       "      <td>1.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>6.400000</td>\n",
       "      <td>3.300000</td>\n",
       "      <td>5.100000</td>\n",
       "      <td>1.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>7.900000</td>\n",
       "      <td>4.400000</td>\n",
       "      <td>6.900000</td>\n",
       "      <td>2.500000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       sepal_length  sepal_width  petal_length  petal_width\n",
       "count    150.000000   150.000000    150.000000   150.000000\n",
       "mean       5.843333     3.057333      3.758000     1.199333\n",
       "std        0.828066     0.435866      1.765298     0.762238\n",
       "min        4.300000     2.000000      1.000000     0.100000\n",
       "25%        5.100000     2.800000      1.600000     0.300000\n",
       "50%        5.800000     3.000000      4.350000     1.300000\n",
       "75%        6.400000     3.300000      5.100000     1.800000\n",
       "max        7.900000     4.400000      6.900000     2.500000"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 鸢尾花数据统计特征\n",
    "iris_sns.describe()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1122c46a-c288-4f71-901e-798d4480d507",
   "metadata": {},
   "source": [
    "### 绘制样本数据散点图，不加标签"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "91171c97-6954-43fd-b818-ce7afc3f6ff8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "ax = sns.scatterplot(data=iris_sns, \n",
    "                     x=\"sepal_length\", \n",
    "                     y=\"sepal_width\")\n",
    "\n",
    "# 利用 seaborn.scatterplot() 绘制散点图\n",
    "# x对应横轴特征，鸢尾花数据帧列名 \"sepal_length\"\n",
    "# y对应纵轴特征，鸢尾花数据帧列名 \"sepal_width\"\n",
    "\n",
    "ax.set_xlabel('Sepal length (cm)')\n",
    "ax.set_ylabel('Sepal width (cm)')\n",
    "# 设置横纵轴标签\n",
    "\n",
    "ax.set_xticks(np.arange(4, 8 + 1, step=1))\n",
    "ax.set_yticks(np.arange(1, 5 + 1, step=1))\n",
    "# 设置横纵轴刻度\n",
    "\n",
    "ax.axis('scaled')\n",
    "# 设定横纵轴尺度1:1\n",
    "\n",
    "ax.grid(linestyle='--', linewidth=0.25, color=[0.7,0.7,0.7])\n",
    "# 增加刻度网格，颜色为浅灰 (0.8,0.8,0.8)\n",
    "\n",
    "ax.set_xbound(lower = 4, upper = 8)\n",
    "ax.set_ybound(lower = 1, upper = 5)\n",
    "# 设置横纵轴取值范围\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5cf1b9e1-e9bf-4d71-a76e-7373e8ffd481",
   "metadata": {},
   "source": [
    "### 调转横、纵轴特征"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f9794a49-ea2d-456d-ad48-ae2acce925b0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "ax = sns.scatterplot(data=iris_sns, x=\"sepal_width\", y=\"sepal_length\")\n",
    "# 横轴，花萼宽度\n",
    "# 纵轴，花萼长度\n",
    "\n",
    "ax.set_xlabel('Sepal width (cm)')\n",
    "ax.set_ylabel('Sepal length (cm)')\n",
    "\n",
    "ax.set_xticks(np.arange(1, 5 + 1, step=1))\n",
    "ax.set_yticks(np.arange(4, 8 + 1, step=1))\n",
    "\n",
    "ax.axis('scaled')\n",
    "ax.grid(linestyle='--', linewidth=0.25, color=[0.7,0.7,0.7])\n",
    "ax.set_xbound(lower = 1, upper = 5)\n",
    "ax.set_ybound(lower = 4, upper = 8)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ef1f1dbd-ead0-4f2c-9768-bc84f5774f1b",
   "metadata": {},
   "source": [
    "### 绘制样本数据散点图，增加鸢尾花分类标签"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "8cf16dd5-09cd-4e93-b439-ebef17d916c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "ax = sns.scatterplot(data=iris_sns, x=\"sepal_length\", \n",
    "                     y=\"sepal_width\", hue = \"species\")\n",
    "\n",
    "# hue 用不同色调表达鸢尾花的类别\n",
    "\n",
    "ax.set_xlabel('Sepal length (cm)')\n",
    "ax.set_ylabel('Sepal width (cm)')\n",
    "ax.set_xticks(np.arange(4, 8 + 1, step=1))\n",
    "ax.set_yticks(np.arange(1, 5 + 1, step=1))\n",
    "ax.axis('scaled')\n",
    "ax.grid(linestyle='--', linewidth=0.25, color=[0.7,0.7,0.7])\n",
    "ax.set_xbound(lower = 4, upper = 8)\n",
    "ax.set_ybound(lower = 1, upper = 5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ead71d1-8e72-4bc9-aafe-9c864ef63d46",
   "metadata": {},
   "source": [
    "### 利用色调hue可视化第三特征 (花瓣长度)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a1109971-57f7-4221-af5f-23c3d9b3987a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "ax = sns.scatterplot(data=iris_sns, \n",
    "                     x=\"sepal_length\", \n",
    "                     y=\"sepal_width\", \n",
    "                     hue = \"petal_length\",\n",
    "                     palette = 'RdYlBu_r')\n",
    "\n",
    "# hue 用不同色调表达花萼长度 (连续数值）\n",
    "\n",
    "ax.set_xlabel('Sepal length (cm)')\n",
    "ax.set_ylabel('Sepal width (cm)')\n",
    "ax.set_xticks(np.arange(4, 8 + 1, step=1))\n",
    "ax.set_yticks(np.arange(1, 5 + 1, step=1))\n",
    "ax.axis('scaled')\n",
    "ax.grid(linestyle='--', linewidth=0.25, color=[0.7,0.7,0.7])\n",
    "ax.set_xbound(lower = 4, upper = 8)\n",
    "ax.set_ybound(lower = 1, upper = 5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2bcec7a5-fa42-41c8-9f6a-1f1b309b17c5",
   "metadata": {},
   "source": [
    "### 利用散点大小size可视化第四特征 (花瓣宽度)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "6b53dc1c-3c5c-4f79-b430-32cbe048ae81",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x17e35733760>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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6dlZtqGTlV5VU1rVFKbKRSTT0VoSP0tt8lN7msWfPHpYuXcqWLVt45plnuPfee/nFL37BhAkTOO+887jgggt48cUX2blzJ5999hl/+MMfupKX0aNH09raynvvvUdtbS3t7e2UlJRgs9m49957+frrr3nllVe45ZZbohbvDTfcwBNPPMFNN93Ehg0b2LRpE8899xy//e1vwz7HT37yEzZv3sy1117L1q1b+X//7//x2GOPAQfLBgX7bGagEjBFRDgcjkN6Yt1b3cr/3PsJ1/99Jb++byW/uPsjdlW0RDHCkcWh6q2IDKW3+Si9zeOCCy6go6ODww8/nCuuuIKf/exn/PjHPwbg0Ucf5YILLuCaa65h4sSJnHbaaaxataprZGvhwoVcdtllnHPOOeTk5PDHP/6RnJwcHnvsMZ5//nmmTJnCnXfeyZ///OeoxXvSSSfx2muv8c4773DYYYcxf/58/vKXv1BaWtr/mw9QVlbGCy+8wIsvvsiMGTO47777unZB2u32Pj+bGQgZyWToEKO5uZm0tDSamppITU0d7HDigpYWf7KUkpIyoPe//OHX/O259QHHLj51Ej84ZdIhxzYSOVS9FZGh9Dafffv2MWrUqGFzH3c6nezcuZOysrJhlTwuWrSIWbNmxbS0znDhtttu4/7772fPnj1RP3ck14daA6aIiJ4LEiNlT1Vrr2M79jcf0jlHMoeqtyIylN7mozRXxJq///3vHHbYYWRlZfHxxx/zpz/9iSuvvHKww1JTkIrI8Pl8h7RYcf7UvF7Hjps76lBCGtEcqt6KyFB6m4/SO35YsmQJycnJQf/cfvvtMet327ZtnH766UyZMoVbbrmFa665JsDtfrBQU5CKiOhcnNjpvxIpbR1uPlpXwSOvbsJnSM5fMpFj5xWRlmSPZpgjhkPVWxEZSm/zqayspKCgYNjcx4frFORQYN++fXR0dAR9LTMzk8zMTJMjij5qClIRM3r6qURKUoKNkxeUcvjUPKSErDR1AwvFoeqtiAylt/kozeOHoqKiwQ5hSKESMEVERGu6IHOYGqOajZqeMRelt/kozRXxypBZA3bHHXcghOCqq64a7FAUIbDZbMol3ESU3uai9DYfpbciXhkSI2CfffYZDz74YEDNJcXQRJVqCY3T5WX3niZqG9rJzUqiZFQqdtvAf82U3uai9DYfZcSqiFcGPQFrbW3lvPPO46GHHuLWW28d7HAU/aAWnfZNh9PDv17fwv89uhopQdMEv7zsCL554jhs1oH9qim9zUXpbT5Kc0W8MuhTkFdccQWnnnoqxx9//GCHoggDVaqlb3aVN/G/j/iTLwDDkPz5/lXs3jNwnzOlt7kovc1H6a2IVwZ1BOzZZ59lzZo1YRfvdLlcuFyurp+bm/1fbG63m+bmZhwOBy6XC5vNhtfrRdP8+aVhGFgsFtxuN3a7HafTicPh6Prb7Xaj6zpSSqSU6LqOx+Pps63FYumqhq5pGl6vF5vN1qttsFh8Pl/YbcOJu2cssYzbarV2nb9Tb6fTid1ux+PxoOv6gOPuK5Zoxe1yuQLaxiLuypomcjJ1WtsNEh0aTpeB1SKorGmkuDAxorg7Y+l8T3e9u1+z0dbb5XJhtVrx+XwIIRBCRP2ajVXc0fhd609vdY+I/u9a5/sVinhj0K78PXv28Itf/IKnnnoq7CHoO+64g7S0tK4/nTWqFObh8Xhwu92DHcaQJCsjofdBAZmHYLXhdruV3iai9DYfpbd5fPjhh3zrW9+isLAQIQQvv/zyYIcU1wyaEevLL7/MmWee2fVEBHQ9dWuahsvlCngNgo+AFRcXDxsDv5FAp/6dRUwVB2nvcPPUixv4x9NfdB37xaXz+PYpk7DbBzbYrPQ2F6W3+dTU1JCbmzts7uPRMmL1+QzWrqugtrad7OxEZs8qQNdjOyby5ptv8vHHHzNnzhy+853v8NJLL3HGGWfEtM94Y1gYsR533HF8+eWXAccuvvhiJk2axLXXXtsr+QL/TVHdGAcXr9cLqC+oYCQm2Djv21NZOG8UtfXt5GYnMbo4fcDJFyi9zUbpbT6dmscT732wgz/9ZQXV1W1dx3Jzk/ifpUdy3OKxMet3yZIlLFmyJGbnV0TGoCVgKSkpTJs2LeBYUlISWVlZvY4rhg5qvUZoEhNsTJ2YE7XzKb3NReltPvGm+Xsf7OBX171Nz6mnmuo2fnXd2/zxzpNimoQphg7xdeUrFAqFQjFI+HwGf/rLil7JF9B17M93f4zPZ5gZlmKQGHQfsO4sW7ZssENQ9EPnDqmhQE1DOzvK/aanWekJjC1JJzdzZBVRHkp6xwNKb/OJJ83XrqsImHbsiQSqqlpZu66CeXNV3cSRzpBKwBRDH4tlaFwye6tauP/pdSxbuafr2DfmFXHF+bMpKRj6C3nDZajoHS8ovc0nnjSvrW2PajvF8EZNQSoiYqhs09+wrS4g+QL4ePU+vtxaO0gRxYahone8oPQ2n3jSOzs7vBH6cNsphjcqAVNExFDZibpq3f6gxz9Zs8/kSGLLUNE7XlB6m0886T17VgG5uUmIPl4XQF5eMrNnFcSk/9bWVtatW8e6desA2LlzJ+vWraO8vDwm/SlCoxIwRUQMlVItuVnBnxDzspNMjiS2DBW94wWlt/nEk966rvE/S48E6JWEdf78y6u/ETM/sNWrVzN79mxmz54NwNKlS5k9ezY33HBDTPpThEYlYIqIcDgcQ6J47vzZhdisgZevRdc46rCRtXB1qOgdLyi9zSfe9D5u8Vj+eOdJ5OQGPizm5iXH3IJi0aJFXeW0uv957LHHYtanom/iZ/WjIip0Pq3abLZBjWPGhGz+cO0innjxK7bsrGdcaQYXfWca08dHz4NrKDBU9I4XlN7mE08jYJ0ct3gsi44uM90JXzG0UAmYIiKGytOqpmkcNj2fCaPTaWxxk5ZiJz1l5K0lGSp6xwvxrLfP7aF9x0469lSAEDgKckkaX4Y+gDVahseDe88ejI4OtIQEbKNGofWR1Mar5rquKauJOEclYIqI6NyxNFRGCNJSHKSljNwb+FDTe6QTr3q3bv2ar//2MPue/TeyszSQplFw5hLGXXMZKVMmhHUeKSXtX31F7dNPUf/qq+Dzga6TseQUcn7wAxKnTUP0cL6Pp12QCkV3VAKmiIhgNTq7U9/qoq7ZidWiUZiZiM0Suv1wo67ZidtrkJlsx26L/WfrT29FdIlHvVu3fs2nZ16Mc19l4AuGQcW/Xqdu2Scc8eoTYSVhrZ9+yo4f/wjZPany+Wh47VUa336LMfc/QOrChQHviUfNFQpQCZgiimwqb2DV5hpWfFlBRoqdU48oYVJxGvmZw39nYpvTwycbq3nivW00t7s5YmIO5x87npLc5MEOTaEYMIbHw677n+idfHXDXdfA1jv+xqwH/4ye0Pdos2vvXnZe9YvA5Ksb0uNh11W/YOIL/8JeUnLIsSsUwx214k8REYZhBC0dsq+ulbc+3cMz721nT3Ub63fU84dnv2BHRQtSBqt8Nrz4alcD976ygaY2N1LCys01/OmF9TS2uWLab196K2JDvOndtmM3e/75Qr/tql57l7btO0O26diyGV9jY8g2vpYWOjZtCjgWT3orFN1RCZgiIiwWS9DSIbVNLt79PNAE1TAkn2+vo6E1tklKrPH6DF77tLdR4e7qVirqOmLad196K2JDvOntrKhCejz9N5SSjhCjZABta9eF1WfL6s8Cfo4nvRWK7qgETBERAynVMgIGwPpEEtsPp0rjmIvSOwQx+kVWeiviFZWAKSKir1It2Wl2jp8TuKVa0wSzx2WROcztISy6xjcP771mpSQnmcI+HPmjhSqNYy7xprejIA9htfbfUAgSRoUuj5M0a1ZYfSbPnRfwczzprVB0RyVgiojoq1RLUVYyJx9ezPePG0dxThLTyzK59nszGVuQghB9VT4bPkwbncHPTptCaqIVIWD+xBx+9d0ZpCfF9stDlcYxl3jTO2lsKaPO/3a/7fK+eTxJ40aHbJMwaRJ6enrINlpyMolTpgQciye9FYruqMl3RUSEMk2cXJJBXkYC35iWh03XKMgaOTYUSQ4rJ8wZxZxx2abaUMSrSeVgEW96a1YrZT+9iJr/LO9zJ6QtK4MJ1/8cPSEh5Lnso0ZRds9fe9tQHEBYrZT99W+9dkDGm+aDxR133MGLL77I5s2bSUhIYOHChfzhD39g4sSJgx1a3KJGwBQR0d8IQWaKg/GFaZTmpYyY5Ks7WakOCjITTUm+IP5GZAabeNQ7ecIYDn/pEUad+21E9wXxmkb+maeE7QEGkHz44Yx/8ikyzzgDOv29dJ2Mb36L8U8+Rcr8+b3eE296d2IYki37m/l0Ry1b9jdjGLFdT7p8+XKuuOIKVq5cyTvvvIPX6+XEE0+kra0tpv0q+kbIYewR0NzcTFpaGk1NTaSmpg52OHFBf07hPp9BfbMLm1UjLVmt7ThU4tWZfbCIZ719bg/t23fSsbcChH99WNK4MnRHbEsR1dbWkpOTM2zu406nk507d1JWVjbg0bvPd9bz3MrdNLQdHCnMSLJxzvxS5pRlRivUkNTU1JCbm8vy5cs5+uijTekzHojk+lBTkIqICPUFtaeqhReXfc17n+0lLdnGhadO4oip+aQkhrHIN8i51m+vo6KunVnjs5lYmtHrPDWNHWzcWc+W8kbGj0pj2phMcjJiuyjebOI5IRgM4llv3WYlZcqEsEe7QqFZrTjGjAmrbbztgvx8Zz33v7et1/GGNjf3v7eNy44bb0oS1tTUBEBmpjkJn6I3KgFTRERfnj11TR3c+NCn7KpoAaC1w8Ptj63h+gvmcMIRkble761u5Zf3fkxNg39q4um3t3LZmVM569hxaJp/QX9zq5u/PfcFH68/uG7l8Cm5XHfB3BFVlFt5JJmL0tt84klzw5A8t3J3yDbPrdzNrNKMrntdLJBSsnTpUo488kimTZsWs34UoVFrwBQR0ZdT+K6Klq7kqzuPvLaJhubI1nhs+Lq+K/nq5NHXNlNRe3Ctwu6qloDkC+DTjdXsruwdw3Am3pzZBxult/nEk97bKlsCph2D0dDmZluM72NXXnkl69ev55lnnolpP4rQxM+jhyKmtDu9QY/XN7tweyO7wdY19XaXd3l8ON2+rp/bOoK7d7c7w3D1VigUikGgqSO86dZw2w2En/3sZ7zyyit8+OGHjBo1Kmb9KPpHJWCKiNC04IOmhdlJaAJ6buQ5ZnYhGRFOCU4dk9Xr2ITiNHIyDm6DL8pJwmHTA5Iym1WjMHv4F/7uTl96K2KD0tt84knztITw1haG2y4SpJT87Gc/46WXXmLZsmWUlZVFvQ9FZMTPla+ICl6vF6+392hXSV4y15w3m+6eq3mZCZx74gRs1sgsGyYUp7H03FkkOfzPB5NHZ/CrC+aQmnTwpjQqN5nbfzqfvEx/UpaTnsBtl82nJD9lAJ9q6NKX3orYoPQ2n3jSe3x+ChlJoZOrjCQb42NwH7viiit48sknefrpp0lJSaGyspLKyko6OmJbz1bRN8qGQhERoXaJeTw+dle1sq+6FYddZ3RBKnmZA9+VWFHXhtPlIyfdQXJi8JtWXbOTplY3aUlWstJCG0UOR+J5V95gEA29pZR4K/cjW5tB09GzctDTM6IV4ogj3mwo+toF2UmsdkH2VZHk0Ucf5aKLLop6f/GKsqFQxIxO08RgX1BWq864UWmMG5UWlb4KsvqfTsxKdZCVOnKdtEPprYg+h6q3e9d22j98l5Z/PYls928asZSUkXbupdhnzsOSnRu1WEcK8WbEOqcsk8uOG2+6D9gwHmsZsagETBERqmyIuSi9zeVQ9HZt3UjNdZdjtDQFHPeW76Tuzt/gOOxIMq/6DZbc/EMNc0QRj9f4nLJMZpVmsK2yhaYON2kJ/mnHWFpPKIYeKgEbgrhcXnbtaqCisoXMzETKyjJIiaGrvNdnsK+qldYOD3lZiWSn957Kc7q9lO9voaKqjrRkOxPG5JOYELnBqiIy1AiYuQxUb2/VfmpvuKpX8hVw7s9W0PLa86RfeDlCH3llugZKvI2AdaJpgomFQ3/KVRE7VAI2xPB4fbz59lZuuX0ZnSPG535vBj++5DBSU6OfhDndXt7+eDf3Pr0Oj9cgLyuRW3+2kAmlB9esuD0+3vhoF399ci2dm3O+c+Ikzj1lEkkqCYsp8Tg6MJgMVG/3jq346mr6bdf64tMkn/AtrMWjB9TPSERd44p4JeIEbNeuXXz00Ufs2rWL9vZ2cnJymD17NgsWLFC/SFFgz54mbv/Dh3Sfrn/62fUsXjSGubMLo97f7v3N/OWJz7t+rqpr53+fXscdVx3ZlVztqWzh3qfWApBg9w+RP/naZhbOKmTq2N6WEYro4XK5ADUCZhYD0VtKSeubL4XX1uXEU75TJWDd6NRcoYg3wk7Ann76af72t7/x6aefkpubS1FREQkJCdTX17Njxw4cDgfnnXce1157LaWlpbGMeURTV9eON4hxaU1Na0z6q6nvvQX5y221tLS5uxKwukZnl7+X0y27vbcdVAIWU1TiZS4D0Vu63Rj1teG3d8XnlFtfqGtcEa+E5QM2Z84c/vKXv3D++eeza9cuKisrWbNmDStWrGDjxo00Nzfz73//G8MwmDdvHs8//3ys4x6xZGclYrP1Xh+Slxcbf6vcrER67k6eOSknwHMrOyMB/cDiUKtFYLX4/517CBYTivBQvlTmMhC9hc2GnpMXfnvHyLNLORTU9a2IV8JKwG655RZWr17NlVdeSUlJ78LKdrudRYsWcf/997Np0yZGjx4d7TjjhuLidH7360Xo+sGs6IcXzWHcmNhsTR5dmMq1PzwMx4Gkrzg/mZ99f1bAAvvivGSWXjDH73Rv+P9c8u2pjC5SC0hjjaZpceUUPtgMRG8hBMknnxFeW4cDa4lyIO+Our4V8UpYU5Cnnnpq2CfMzs4mOzt7wAHFOxaLxonHj2PihGwqK1vIyEikrCydxBiUpgCwWXVOWljKtPFZtHd4yM1MJKOHr5bVqnPiwlImlWVSWdNERqqdsSXZOOxqD4dCAWAdMwE9twBfdUXIdilnX4ilsNikqBQKxVBmwN+g1dXVVFdX96pkP2PGjEMOKt6xWnXGjc1inEnrqzRNUNzPFKfNqjOuJJ38TP8lo5Ivc/D5fP03UkSNgeptyc0n5+a7qb7+cozG+qBtEo48juQlZyLUiE8A6hpXxCsRf4uuWbOGCy+8kE2bNnU56wohkFIihFC/TCMcXbeg6+oLxCzUAmVzORS9beMmknfXw3Ss/JDm5x7DaG4EwDp+Cqnfvxj71FlYMtXsQE/UNa6IVyJOwC6++GImTJjAP/7xD/Ly8vqsL6UYWezY38RH6yvZsbea0txkjppVxoTitF7//7v2N7O3soUEh4UxxWlkpPS2JnG5fVTUtSElFGQlxnw0ranFRXVdGw67hcK8ZPRhNAKhjFjN5VD1tpaUYS0pI3HRSRhtLQhNQ8vMRk+JTnmukUi8GrGazX333cd9993Hrl27AJg6dSo33HADS5YsGdzA4piIv/l27tzJiy++yLhx42IRj2IIsnVPI9c+9CntLi8Oi2T9zmZeXlnF7Zccxoxu06Qr11fw+/tX0tbh39U0e1IuV18wm9KCg4v1q+vbefyNzby1shwp4ZjZhfz4jKkUZPdf93EgbN/dwG1/X8m2XQ3YrDo//t4MTl08lpSk4ZHQKG89c4mW3v5yQ6rkUDjE6zUupaTR5cVtSGyaIN1uiemAxqhRo7jzzju7vrsff/xxTj/9dNauXcvUqVNj1q+ibyIeCjjuuOP44osvYhGLYgji8fp4acUu2l3+pCrR5v/j8Rk8+vYW2jo8AOytbOH2hz/tSr4A1m6u5sM1+wLO9+G6/bz53/Iuo9nla/cfSMaiXyi2pc3NnQ+sYtuuBsDv6P+//1zL5h11Ue8rVjidTjVCYCJKb/OJR71rOtysrGzmi9o2NtW380VtGysrm6npcPf/5gHyrW99i1NOOYUJEyYwYcIEbrvtNpKTk1m5cmXM+lSEJuIRsIcffpgLL7yQr776imnTpmG1BpaiOe2006IWnGLwaWrz8NmWgyVW2rvdHzbubqTxgGHr/po2mlp63zyWfbqHs04YR4LdSrvTw1sry3u1+c+qcs48ZgzpKdEttVRT387mHb0XRK/bWM1hMwqi2lesiNfRgcFC6W0+8aZ5TYebDXXtvY67fJINde1MzYKcGO1678Tn8/H888/T1tbGggULYtqXom8iTsA++eQTVqxYwZtvvtnrNbUIf+Rht2qkp9hoOTDSlXjgvuD0QnKCBZvFP4ianGBFCOg5kFWYm4z1QOFhm0WnJD+Zr/c1B7bJTsIexHz2UHHYLCQmWGjvCDR6zM+NzXRnLFCliMxF6W0+8VSKSErJ9sbe1Ue6s72xg2yHNSbTkV9++SULFizA6XSSnJzMSy+9xJQpU6LejyI8Ip6C/PnPf84PfvADKioqMAwj4I9KvkYeKYk2vrdobNfPHR7/H4BzFo0lJ93v6j2mOI1Tjw40mNR1wZnHjcNyIEmzWDTOPnYcNuvBy86iCy48dRIJMViIX5CbxBXnzw44lpedyKzJuVHvK1bYbDaVDJiI0tt84knvRpcXly/0cguXz782LBZMnDiRdevWsXLlSn76059y4YUXsnHjxpj0pegfISNcfJOSksK6desYO3Zs/41jTHNzM2lpaTQ1NZGaqlzZY0Vzm5s3VpXz9Pvbceg+dF2weE4Z3zm6jKxupq1VtW2s3ljF+5/uITczkRMXljJjQk5XGSPwPwHu2NfEhq/r8fkk08ZmMm5UOpoWm8Wn7R0etu6s56ttdWRnOJg6PpviguFzrbS1tQGQlDR8Ru2GM0pv86moqKCwsHDY3MedTic7d+6krKws4unTqnY3m+p7Tz/2ZHJmInmJsU9Mjz/+eMaOHcsDDzwQ877ihUiuj4iHHb797W/zwQcfDIkETGEOqUk2vrtoLEdOz6euoZUkh87ooiwsPfzA8rKTOPXoMZx69Jg+zyWEYNyodMaNSo9x1H4SE6zMmpLHrCnh1+obShzqNIT0eZGNldCwF+l1I6wJkDkKkZ7fdW7p8yLr9mNUfI1sqgF7IlrBGLTcEoQjvhIRVRbHfOJJc1uYD5rhtjtUpJRxNQU81Ig4AZswYQLXX389K1asYPr06b0W4f/85z+PWnCKoYOmCUblJJOV7F+r1TP5UkQX6a4D135o3A5oSGM82AsQ1oywz2G01GKsewNj/Rvg6zalYXWgH3422uRFSJ8P36dv4F3+/wLbAKJ0KrYzfoaW27v+q0KhiJx0uwW7LkJOQ9p1vyVFtPn1r3/NkiVLKC4upqWlhWeffZZly5bx1ltvRb0vRXgMaBdkcnIyy5cvZ/ny5QGvCSFUAhYlmlpdNLa4SEqwkn1gndVAqW9xYhiS7LSBn8cwJPtq26isaSQ1ycrYYnufSVhjiwubVSPRYQ36OvgtIqSUpCYPfOejz5DsrWqlrtlJVqqdUXkpAdOdwxXp3AO1b4D0YrgO/Io27AVhR+Z8E2Hv319KtjXgW/Ywcufq3i96nPg+/ieytQ5pzcT7/tPBz7F7A67Hfov94tvQcuKjfmHP0mqK2BNPmgshGJeeEHQXZCfj0hNisgC/qqqqa/12WloaM2bM4K233uKEE06Iel+K8BiQEasitny5rZa7n/icHXubyE538Ivz5zB/Rj42a2Q7BRtb3azfXc9b6/bhMSSLp+Qxd0wWeRmJEZ2nw+XlnTV7efiNLWh4segapx85ltO/MZrUbusUqurbeWfVHl7/ZBeZqQ4u/tZkZo7Nwtot7tZ2DyvXV/DEKxvxGZJzT5nEkbMLSYvQgqKtw8Mb/93NP17ZiNtjYLVoXHTqJE47ajRJMd7CHUuku64r+QKwaN2+nKQLal9D5p6NsIZ2VpdV24MnX90wvngD7bBzQwfUVItv/Ydox50XVvzDHYtF1Tg1m3jTPCfBxtQs/27H7iNhdt2fnMXKguIf//hHTM6rGDhqHmmIUV7Rwv/c9SE79jYBUNvo5Ib/+4StuxsiPtemfY3844Pt7GvooLrJyXP/3c1nAzAh3VzeyP/9eyMuj48EK1g1gyff3c76bufyeH08+842HnltE1X1HWza1cC1//sJW/c0BpxrzcYqbnlgFbsrWthb1cofH13NJ1/sjzimjTvrue9fX+H2GAf6N3jo3xtZvz14IeRhg2tfV/IF4PbpuH3dEm/DBZ7qkKeQrjZ8a/4dVneyYTeioO81ewDej1/CqK8I63zDHbfbjdsdOzNMRW/iUe+cBBvz81OZmZ3E5MxEZmYnMT8/Neb+X4qhRcQJ2FlnncWdd97Z6/if/vQnzj777KgEFc/s2t9EhyvQzkNK+HxT6C/dnrg9PpZvrOp1/L2vKqjqx4emJ2u21Xb9u9190Iz13c8PutxX13fw2opdAe+TEv77VWXXz06Xl+fe2tLr/E+9vpnmtshuwh+vD54QLF+7L+jx4YCUBrRvDzhmt/iwW3rYuzj3hj6Pqw1ZuTW8Pmu/RssfHbqRqx1am8I633DHbrdjt0fXEFgRmnjVWwhBhsNKXqKNjBj5fimGNhEnYMuXL+fUU0/tdfzkk0/mww8/jEpQ8UxfdgyWCHcKCUHQ9VC6Joh0mZSl2xs6SxEBWC0HYxIieOzd14kJTXR5gnXHatGI9N6j97H+zDrcNwf0EMLl0XF5BmBSG7agAmQYa3Di5LtBlSIyH6W3Il6J+NuqtbU1qHGe1Wqlubk5yDsUkVBWmEZKUuDidV0TzI7QPNRq0Vk8tfdi7RNnFJIT4WL8OeOzu77Pu4+AHTe7qKtNXmYiZx8baE2ia4L53WKwW3W+v2Rir/P/4JuTSYnQ8+YbfZQSOnpOYUTnGUoIoUHihIBjdqsPu7XHCJijNPR5ElIRo8IrrivyJmDs2xG6UUIKJIe/+3I443A44q40zmCj9FbEKxEnYNOmTeO5557rdfzZZ59VJQ2iQFFeMnf98hjmTc1F1wTjitP409KjGF+aHvG5Jo1K5cqTJzKpKI2xeSn8cPE45o7Jivg8k0vS+dU5M0lLspFog6wUnStOn8KMbufSdY0zF41l6fdnMb44jSNnFnD3VUcyviQw7lmTcvnD1Ucya1IOM8Znc8uVCzl8ev+7+noypSyDX50/m9QDyWpygpVrzpvFtAF8viGFvRDEwWS01wiYngS27JCnEFYH+qxvhtWdSC1E1uwJ2cZy9NloGcPTRy1S1AiY+Si9FfFKxE74r7zyCt/5znc499xzOfbYYwF47733eOaZZ3j++ec544wzYhFnUEayE36700NTq7/QdWrSoS3M7HB7MCQk2fu2hQiH6oZ2ahpaSUm0UpLf94hIh8uLVdeCTjd24nb7kMI/KnYoVNa10dDiIj3ZTkH2yDANla5KqHkNpAu316+hzWL4k6/sUxG2nP7P0d6M9+MnkJuW9dlGO+IcJAl4X/l7n21ETjG2H9yIlmX+yKLRUIWx72uksx1hsSLyS9FyRiH06NcN7aRzQXg8lccZbGpra8nJyRk29/FDccJXjHxi6oR/2mmn8fLLL3P77bfzwgsvkJCQwIwZM3j33Xc55phjBhy0IpBEhzWkj1YkJNiic57cjEQSrf2vFwqnrqMtSsW387OSyM8aGYlXJ8Kej8w/G1zVuBt2gRDYMsaALRthCe8LSiSmYll4HkZmMb7P/gXubr5DienoC89HGzsPo70d/YQOfB8+519s33UCgZhwONbjzjc9+TLamvGtW477rSegtfHgCxYrlgWnYjn6TPTs2MSkEjDzicddkAoFDGAEbCgxkkfAhiodHf4dlAkJwdeRNbW5qG12Ybdo5GckhhwFU/RPf3qHg9FUCQ0V4HWBLQEyitBSsjE62ml79Rk63nuVpBNORU9JQkgvoGEYGu0rV2A0N5Fx3R+w5I+K0icKjexow/2fJ/Eue6HPNlrxRGwX/gY9K/g6wEMhGnorIqOqqor8/Pxhcx9XI2CKUMR0BCwcpJRqS+0Io7q+nfVba9mwtYJxpenMnlJEYU5yQJuNuxv4v1c3sKe2HV0THD+7iLOPKiP3EJ3845loPB9pafmQ1nudnXfXNlqfeRCA5qce7vP9HcvfIuWcSw85jnDwlW8OmXwBGHu24Fu7HP3470W9/2H8PDpsUZor4pWwhicmT57M008/3e9Q8bZt2/jpT3/KH/7wh6gEpxgatLS5uPfpddzywCre+3QPDzz/Jb+/byV13fzEyqtbufHJz9lT65/G8hmSt9fs5V8rduL1xk+pkWgjpYzJF5T0een48O2w2ra98jTeytDeY9FAej14V4UXk2fZCxj1vX3uDjmGGOmt6BultyJeCSsB+7//+z/uvvtu8vLyOOecc/jTn/7EU089xb/+9S8efvhhli5dyuGHH87s2bNJS0vj8ssvj3XcChMpr2jlwzV+g1OvV+L1SjbtbGDnvoPmnDsqmnF5fL3e+5/P91HZEJnxq+Iguq6jx2DRudHUgPOT98JqK9vb8FVX9t/wEJEtDfg2/De8xm1NyLrou/PHSm9F3yi9B4c77rgDIQRXXXXVYIcSt4Q1BXnsscfy2Wef8cknn/Dcc8/x9NNPs2vXLjo6OsjOzmb27NlccMEFnH/++aSnp8c4ZIXZdLg8Xf+22/xTy20uSbvzYMmctm7/7o7PkHi8vRMzRXh4PH7to77WxJBIj6f/dl3tTfg/lBK84S/IljGIKWZ6K/rEE8l1OJKQEmjw13gVdiAjAgPlQ+Ozzz7jwQcfZMaMGab0pwhORGvAFi5cyMKFC2MVi2KIUpSbQmqSjeY2Nx0u/3SB1aJRnJ/S1aas27+7U5qbRHaa+jIbKLEq0yISk7AUj8azdUN47VPSYxJHAPYERM4oZFV5/22FhkhOj34IcVoWZzCJS81lFRhbANeBnwHsoE0EEVvPvdbWVs477zweeughbr311pj2pQiN2qKm6JeCnCTuvPpIxo5KI8khGF2YyB+uPpLRhQd3LJXmJnPGgkCHdodN5/JvTonY5V5xkFgZg2qJSSSdfn5Ybe1zF2IpKol6DD3RklKxLg6vnqw+/RtoudHfmamMWM0n7vSWVWCspyv56sLlPy6jv7axO1dccQWnnnoqxx9/fEz7UfRPTHZBKkYeU8dmcfe1x1DX0EpygpXc7MDt4skJVr579BiOmJTLrqoWkhwWxhSkUtJjp6QiMmI5FWYdPxm9eAy+PV/33UjXST7rYjSHfyerdLUj3W2A8Jc8skQ3udbGTkdkFYRe36VbsS76DsLqHzkx2luR7S2AhpaagQji4SXdLmRbE0iJSEhCJAS/LtXUo/nEleZSHhj5CoGxBbTcmExHPvvss6xZs4bVq1dH/dyKyFEJmCJs0pLtCKPnU9tBkhOsTC3NYGppfNQNHCjS1Qgd1eBtA2GBhBxwZCO03r+OnaMDsTAGteQUkPmrO2j482/x7t7Wu4HNTsb/3IF1/FRkWz2yZgfG+leRNV/7jVqLZ6JNPhGRMwZh9yc0sr0WmsqRlV+AzwtZ4xCZ4yElP+jn64meXYT9hzfhevxWZHWQEkk2B/aLfodWOhlfXTXe7Rtof+1JfLu2ga5jm/0NHMedgWXMRLTEFGR7C7492/B+8gq+jZ+C4UMrGo/1uHPQSiejpR8s6ySlgbOlBqQPa1omwjqwhwdfQy3e8q/x1dUgLDp6YSmWUaO7klhFIPE1AtZA75GvnrgOtMuMas979uzhF7/4Bf/5z3/iK+kdwigjVkVEKKfwgSOlD5p2wM4X/clXFwJyD4eCoxC2tID3mKG3r74G7+4dtL/zMt79exAOB4knnIF14nQsRaXI1lqMjx5E7v8q6PvFlJPQZ38bnLXIVf8L7pYeDTSYfh5i1BEIS3jrfYzGGow92/CuehOjvhLhSMJy+EloZVPR80rwVe+n5f5b8W75Iuj7Hd86n4QTvo13xct9+oppY2dg//7/oGXlI5010LAOd/U6kF5s9kTIPRJSxiNs4d9b3JvX0/iXG/DVBI7g2RccS+oFV2LJL+rjnfFLXJUiMipABv89CkBMAy26RsMvv/wyZ555ZsCuU5/PhxACTdNwuVxqR2oUGHQj1nilqraNr/c04fH4KC1KpbQorf83BcHp8rJzfzNVtW1kpjooG5VKSlLgF5dhGGwpb2RPTRt2q05ZfgolfSyEjwbtHR52ljdSUVlPeqqdieMLSEmOw8Wzh0LLHtj2FNDTF01C9SrwuZAlpyIsB39pzUjA9Mwc9MwcbDPmId0uf91Fq78/6fVgrHu5z+QLQG58GyO9ELF/ee/kC0AasP6f4EiF/FlhxaSl56Cl56BPOQI8LrBYERZ/SS3D6aTtuQf6TL4AnK8+iZ5TgLHqrT7bGDvW437rcWxnXITY/RT42nH77IAFm7cF9r8JKduRRacgrP3/brl3bKH+pp8hXb1HdFz/fZ+mpnrSf3kbekboYurxRlyVIhL2Awvuw2gXZY477ji+/PLLgGMXX3wxkyZN4tprr1XJ1yAwoATMMAy2b99OdXU1hhH4ZXL00UdHJbDhRvn+Zq79w3L2VPq/gBLsFu757bFMnRDZzdbjNXhjxS7++uTarmPfPKaMH581nbRuCc/qLTXc8uRa3AdMTktykrn2nBmMK04/9A/TA5fLy4tvbOF/H1lNcqJ/XcKpx0/i0vNnk3KIhcLjBel1wr736J18daNunX8kLLm465DFYt4zktAtiIQe/TXtR279oN/3GmtfRJ++GHa922cbueEFyBiDsIc/yiF0HfTEgGO+it24V/bdTycdrzxB4pGL8X3yap9tfGveQ84/GuHzGwhbRA9ri5Zt0L4f0iaG7Et6vbT/56WgyVcn7o3r8O7arhKwHph5jQ8+GYCd0NOQBywpokxKSgrTpk0LOJaUlERWVlav4wpziHgX5MqVKxk3bhyTJ0/m6KOPZtGiRV1/Fi9eHIsYhwUfrNrTlXwBdLi8/N+Tn9PWHtnT3Z7KFv73mXUBx15bvpOdew+anlbVt/Pg65u7ki+A8ppW1myrHVjw/bB7XzN/f2wNABZdYNEFz72yiZ27G2LS34jEVQ+tu/pv1xy4IN4wjF4POWYiG/Yd8Cvqh44m0PqZjmmrgtbqQ47JWx5kvVoQjNoqSOzni0xKjMq9gP/BwpAahuxxW6z7DGmE9qry1VTQ8X7fiV4n7R+81m+beGMwr2/TEcJvNREKbaJpfmCKwSXiR4/LLruMefPm8frrr1NQUKBqPh7g8696O4Vv/rqeljYPSRHYMDS2uPD5en/h1TYefLJuafewp6atV5ut3ZK0aNLQ2IFh+GPqHlltvXK4DxsjzETcHZv/w4EiPe3hNw7ni9TX3wLk/pEt4WskfWGYtXa0QbrV/38U7HbmaQLDC5q1735cLvAGNyPujq+mCun1IuJq1EcRgMgDbUagDxhglg9Yd5YtW2ZaX4reRHwX2LZtGy+88ALjxo2LRTzDliPnjWLNV4H+LXOn5pOeEtlcfnZ6AjarhtsT+GWWn31wGiYj2cb4ojS27Qv8IpoxJrq7ZjrJzU7EYtHweg26f5/l5ybFpL8Rie7A/+3ez2iSI3B6StMG16qvc3djWGhhrCGxHPpOQC09K+y2whJGTEmpYPhrXWrBpojtOaCFfogSjgSE3RFyChLAMqpMJV89GOxrfFAQeX6riUFywlcMDSK+8o844gi2b98ei1iGNd+YU8TsKbldP+dkJvDj78/E4YjsZluUl8yvLz0cq8X/XyMEXPrtqZR1W9CflZ7Aj0+ZSFq39Vezx2UxY2z4X0yRUFyYxm9+8Q0sFg2bTeCwC35x6TzKSpTdRNjYM/tdRwRAyuiAH71eL94wRlZihcgYBWHYR5CcDd7m0G3SR0PyoT/dW0rGhZXs6YWl0NiPqaWmo+UfNHT1Sh2v7HHurLmIfvrTcwtIPKV/E9mEY07qt028MZjX96AiBIhM/25HkamSrzgkrOxg/fr1Xf/+2c9+xjXXXENlZSXTp0/Hag0clo/X2lKFecnccvVRlFc04/H4KM5PITc78hEiXRMcNbeIf4w6ger6dtJT7RTnp+CwBf5XzRiXzR8uPYy9Ne04bDql+cnkZiT2cdZDw2LROOHoMiaOzaSqupn0NAdjRmdht6kn+XARug1ZtAhadkBf64nyj+o1Ajbodh9p+WjTv4nxxcshm+nzvgflb4doIRCTv4OwRfY7Ib0ecB/YBWnzjybrBSU4Tvg2zrefD/nexG9fjPelv/p/cCShlUwE3YLc/zWyyb9e0nL0mYj8cVC+Gtz12LQeyUDmXEjo3w5AaBoJi06h471XMZobg7ZxHHkC1pKx/Z4r3hj0a1yhGCTC8gHTNA0hBH017XxNCIEvnDUXUUL5gJlPc7N/lEPpPTBkSzmUvwbt3XyiNDsUHQtZMxHWwARlKOgt2xrwrX4Oo3oreukC5IH1gEgPcufHaNNOQZt0HHTUIdc8BK37A09gSUDMvhjypodlxgpgNNUg9+/Au+p1ZEMl2BOxHH4qWskktNwSfPXVtD39f7j/G3w3ZNJFS7HNPw5j4yq0tASE1o6s3QTSh0gvQzoK8e4uxzrnOLT0bKSrHlp30rJ3NRhOUlLTIXs+JBUjLOE/2Hh2baPpkbvxfLnm4EGrjaTTvk/SkrPQs3L7fnOcsnfvXoqLi4fNffyQfMAUI55Iro+wErDdu3eH3XlpaWn/jaKESsDMRxmxHjrS2xHohO/IBntG0A0tQ0Vvo24vvrX/wbfmTfAe2FCQkIJl4XfQphyFluofuZOuFmjZj2zcDYYXkVIAqaMQSTnh91Vdjvvp25A1QZzwrXZs59+ANnYWsrUJ756vcS57Fe/Wr0DXsc8/DtucI7EUjwFdg32rkeuf8C+i78nYk2DMCWgJB6f3Xe0NIA1sjmSEPjAvJqO9De++XRj1taDpWApGoRcU+y01FL2IKyNWxYgn6kas3ZOqDz/8kIULF/bybvF6vXzyySemJmAjmeqGduqanKQk2SjKThrwbtMOt5eKunYMQ5KfmUhyQu+dXD6fwa7KFlra3RRmJZGb2fcTfyxL48QLwpIAKeH9ngwFvY3Gajz/vhtZ0WPtZ0cL3vceQ6spx3rcRYjENIQ9BewTEdlhrHfroy/3k7cg6/YFb+Bx4f7nTdh+/Gf0ovHYpszBOmE6sr0dNIFISun6XZGV65HrHqXPjQ873gZLAnLCEoTwr7l0eXVAxz7A5Av8hc5t46cO+P3xRnyVIlIoDhLxIp7FixdTUVFBbm7gUHpTUxOLFy82dQpypLJ2Sw23PrqahhYXDrvOVefM5Jg5hditkf131TR28OjbW3jvc/+U0MwxmfziO9Mp6rY2rbXdzasrdvHY65vxeA3yMhO47oK5zBwf3CxSPfGZy1DQ29j5Re/kq/vr69/HmLYIvWzmIfcl923rO/nqxOvBt/pttPwyv3msxYpIDaw6YbhbkVteQfS363T7G5A3E9L9C/GHgt7xhtJcEa9EvAuyc61XT+rq6khKUrYEh8r+mjZueOhTGlr8/jBOl487n/icnfuDlHjph5Ubq7uSL4Avvq7nxY924vUd3Gq/cVcDD/17I54Dpq5V9R3c+cQaahqC+z+5XC5crkP3clKEx2DrbbQ14l3xXL/tfGvfQfoObTebdDvxfvLvsNr61vwHWd/be68T0bQX0RTG0gmfG5oPTnUOtt7xiNJbEa+EPaTy7W9/G/AvuL/ooouw2w8O0ft8PtavX8/ChQujH2GcUVXfTltH711y+2vamFQavu2Dx+vjvbW9RxI+XF/BuceOIyvN/9T59b7eppZV9R3sr20nJ8iuSjX1aC6DrrerA5pr+m0mq74GtxMSIvAN63kOdwdG3f7+GwL4vOAKYRLrbg2/X2djl//qoOsdhyjNFfFK2AlYWpp/iF9KSUpKCgkJBw0VbTYb8+fP50c/+lH0I4wzUhKtCNG7+ktqhDUXLbrG2MIUNpU3BhwflZOEw35wMXBnItYdm1UjJTG463enZ0/3BFwROwZdb10Hi+3gwvu+sCeCpW+n+HAQmgVhSwirVrE/thC3rzB3WwLQrfj5oOsdh8StD5gi7gn7LvXoo48CMHr0aH75y1+q6cYYUZybzPdOGM8z/zlY727e5BzKiiLbHSSEYMkRJby/roJ2p/8GZ9EFF588kSTHwS/KSaUZjClM4etuU5wXnTqZ0oLg/cWla/UgMth6i5QstNknYXwWus6hPu8UhPXQkhaRmIJ+2Ml43/pH/21HTUCk923pIFMKwJoEnt4lu3qdK6Wo69+DrXc8ojQ3h5tuuombb7454FheXh6VlX1P5StiS8SL8G+88cZYxKE4gN1u4ZzjxjF3Yg67KlvIz0xkQkk6WamRL1QdV5jGPZcvYNveJjw+g3FFaYztkVgV56Vw048OZ9OuRuqbnYwpTGVKWQa6plyZFSA0Hcv0xbjXvt33KFhyJtqoyVHpTx83G6+mg9FtM0/PnwHrMecgQkx3asl5GGNPhM0vhexPZk9EpJccUswKxUCQ0oCG7eBqBnsqZIzr2o0bK6ZOncq77x70ztOVNcqgElYCNnv27LBtED7//PNDCkgBqcl25kzKZc6kQzdtLM1LoTQvJWSbUbkpjMoN3aYTtcs1OkhXC3idIDRIyAh645U+F76OBv+/bTpC7z0NLQ0vuFtAGn7DU2v0qyGI/DFYv3cDnhfuBGfg2iqRXoD1rOvQMv1u8dLtwmisQHQ0AAbSlgypBehJ4Y3girxSrN+7Du87T2CZuwiR5PBXDhAWpE/g++pTRH4Z2uhp/v48bmTdXmRbIwgNkZaLyMz361l0OLLha0TVF0H7kok5aFPOQVgPPtz0d30brU349pcj29vAbkfPH4WeEdzjTLpdoGmIQ5yajQa+9nbad+zEXVOPsOg4SkaRODow8fQ1NuDZvQNv5T6QEkteIdbRY9EzYlPirKvfOLynyKp1yM0vgKvx4EF7Okw6C5E3K2b9WiwW8vPzY3Z+RWSElYCdccYZXf92Op38/e9/Z8qUKSxYsACAlStXsmHDBi6//PKYBKkYOgyVBbPScIOnAZzl4KkHawY4SsCaieincHKvc3lagFaQB5ILkQwkIaw9kgajHYwWwACRAFoKiMieIGV7nd+Rfdsb0FYDmhVKj4JR8yF9tL+qhLcDWsuhYgXW5gMbKTLGIPMXQNIohG5HGj5oKUdWroLqtSB9kJgPJcdC2jiEPXqGlkII9NLpiB/+BVm9E2P/VtAsaMVTEDklaCn+IvC+mnKo2Qhb3kQeSBzRbVB2FEbJAkTuWISmI6UXvE3gqQGjA/RUsGaBnobQdLSyqdiOPwW54VX/LsXOOBBYxh+GNv1URGIKRtVOvB89h7FlJV1eX1Y7+mHfRJ99Elp6Hsb0cxH5szF2vI1oPVB9wJ4CY05A5M5ApBXRnb6ub+lx49m8jran/w9f+UFLDi0zh8RzLsM2ayFacirS48G3dweeLz7G++Uqv3Hs0d/EMnYqet6ooOeONc3rvuLrP9xDw7IVXcf0lGRKrriU/LPPwF6Qh2vjF9T/+Sa8ewN3jur5hWRdcxP26XNiZiQ7VO4pZiGr1iG/eLj3C65G//GZl8YsCdu2bRuFhYXY7XaOOOIIbr/9dsaMGROTvhT9E5YTfncuvfRSCgoKuOWWWwKO33jjjezZs4dHHnkk7HPdd9993HfffezatQvwD4/ecMMNLFmyJKz3m+2E35cFR3eaWlx4vQZZGQkh25mFx+ujorYdwzDIz0rCYQ+ec7e1e+hweUlPsWOxBB8Gd3t8VNY0kGjXyc4avELc0ueE1i+geXXvF1PmQMoshB6e/tJbB74dCFkdeFzkgT4WYcn0JzfeKnB9DrLblnlLMdimgh7eekjZXov8/B9QH8RTS7MgjrgSMsZAxUdQ+REALV7/50ixdPjblZwCWXOgYTNy05MENRnNmo4YdwbCntb7tRjhq90Dm1+D8v8GfV0mZqHN/ykitxTaN0PragJj1yH9WKSWAxteRW56ve/OMssQcy/E/cTveo3IdSJGTcJ6xjVoaf5RZMPZjGivAyTSnoqWFNznLljpJ2kYuD5bRuu9N/TeHXOAxO9cgv2ks/CtX0n7I3f0aidSM0m66o/+QuIm0vT5F6w76yKMjo6gr+csOYFxV11MzfWX+0fsgqFbyP3DfThmzotJjPFUikhKA/nhDYEjXz2xpyOO/n3UpyPffPNN2tvbmTBhAlVVVdx6661s3ryZDRs2kJUV21HOeCLqTvjdef7551m9uvcX3/nnn8+8efMiSsBGjRrFnXfeybhx/pvS448/zumnn87atWuZOnXoOEm3d7j5/ItKXvj3RjLTE/jO6ZOZMjEnIBlr6/Cwcu1+HnpuPe0dHs4+ZSInH11GTghX+VhTWdfGk69u5o0VO/H5JAtnFXDZ2TMoLTx4k/MZkvVba3jg+S/ZW9XC4sOLOefECYzKD5yS3FnRzFPvbWfjrhrGFaZx/gmTmFCcbvInOoBrb/DkC6Dlc/9oStKEfk8jva3g29kr+QIQsgrp05DYEHSAM0hi4d0D0gOOw6CfUTcpJXLPJ8GTLwDDi/zsfpj/C8SB5AvArvWwJCl/A+w5yM1P0afDe92XyIzxiELzbGFEUzmyj+QLQLTXIXd8gHQsQXN+FqSFDxrfRejfwAiVfAHU70RWbOi1Lqw7cu9mjB1r0eacBIDmSAWH/7oP9QgV7IZpVO2l9f5b+0y+ANr/9Q+sE6YHTb4AZHM97fffSPK1f0NLM+fLzt3QyNZf3dhn8gWg2XQaH76n7+QLwOel/m+3k3fXP9DTo//gFVdGrA3bQydf4H+9YTtk9n8Pi4TuAxvTp09nwYIFjB07lscff5ylS5dGtS9FeEScYickJLBixYpex1esWBHxL9K3vvUtTjnlFCZMmMCECRO47bbbSE5OZuXKlZGGFVM++3w/V1//Nh+v3MOrb23lJ794ja3b6wLafLmlhhv/+jF7K1uob3LywDNf8PoHO/osYB5rpJS8tvxrXl3+NT6fP4ZP1lVw//PrcboObvveUd7INX/+kE1f19PS5uGVD77mz0+sobX94NRPbVMHNzy2mo++rET6vGzbU8d1D3/K3pr+d5hF/XP5OqDp09CNmlYhfSE8orpO1oqQIcw8ZYV/xMu9ue9z+CoPTEv2Q1s17HgndBuvE9G0y18f8gAuw4rLCFxDJOvXQ1JB6HPteR/pau4/rijgq6/E2PFB/w33rES0hYhJT0HuXRtWn3LnMvTpR4Vs413x/zBa6sM6XydOp7NXaRzP15shVIIC6KXjcX/6Xsgkzajeh2/fzojiORTat+2gdUOIaxfIOmwa7k1f9nsub/lOPLt3RCu0AOKqFFG4v5Mm/O4mJSUxffp0tm3b1n9jRUyIeATsqquu4qc//Slr1qxh/vz5gH8N2COPPMINN9ww4EB8Ph/PP/88bW1tXWvLetLTpbpzusDtdtPc3IzD4cDlcmGz2fB6vV3bmw3DwGKx4Ha7sdvtOJ1OHA5H199utxtd1/2jFFKi6zoejwe73U5LazsvvPQlOVkWWtt9JCZouFySrzbtp7goEU3T8Hq9vP7BVrLTNdo6JEkJgrYOyX8+3MKJC4tJS7V2xeLz+bDZbL1iGGjcFosFw/C72Gua1hV3ZXUTb6/4muxUQZtTkmAXuDySjdsqKd9XR0lhGl6vly07a8hIgjYnJDn8bcv31rJnfwMlBclomsauigZczg4cVrDrknaPf2RmV0UDqXYfdrsdj8fTtaNmIHF7vd6guvRsK3xNeNtasOkaLo+O3eo7+LdXx6b78Lra0VobEDaBz+fDarXicrkCzut0OrFpTXjd/prN/rjBooPbA3YbON1gT2zH1VyDwwZuj8CiSwwJSNA08PoENq0RZ7u11/+n1Wo9GHdLLR6vjg0bLuzYcQX8bcOFFwta7V6EnonhasKi+fAYOjbNQ4s3AbvmwWVYsTfuxm0bhW7UIBFIBDo+PNKKTXhwSRv2jjbcDdU4MiPTuzNun8+HEAIhRL/XrKu1Ea1hP4gEDHQseHALO3bpxCUcAX97mxuxJGlIiT9uTeL2CuwWA6cnGVvlGlxaKnbpxC3sWKQH48BzooaBV1ixSReuDhe2nBzaHRnYPO14LAlYfC58mgVNGiAlhssNzfW4pSXs37VOXTrvJ06nE++OTXSkZKJ73UihIYWG5vPgszmwONvxJCSRPHYqTbu3YrUl4LElYPG4MHQLIBGGD5/FhtXtpGnPLlLHzQgZS7TuEa37KzDysv0Xsq6DJvwXd2ICorUVmZqKV/pwZuViaWvFm5CI7nIiLRaQ+OO22rE42/EmJdNRW407xH021O9aqHtEXNlQhLs2M4prOPvC5XKxadMmjjoq9IOMInZEnIBdd911jBkzhr/+9a88/fTTAEyePJnHHnuM7373uxEH8OWXX7JgwQKcTifJycm89NJLTJkyJWjbO+64o5ePSawRgCOht0x2W+CC1IQga6usVp0Y7yruE6EJbFYdp8/T67iuHwzKGmS9lxCgd7sp6t2mWjstxFw+v6+Y+USzz2idK5zzhNmX0Og+teg2/NeVVes23RbMqfdQ+owKGhDObrYQMUnp/2zhEtbgcmQauN3+kV+LpdvvcziLz6UPoff/yx6rhezBO4vy/3+0z3eATs3jgoxx/t2O/awBIyP6awV/+ctf8q1vfYuSkhKqq6u59dZbaW5u5sILL4x6X4rwiDgBA/jud787oGQrGBMnTmTdunU0Njbyr3/9iwsvvJDly5cHTcKuv/76gLnq5uZmiouLsdlsXYs3O3fUBHOy7jzW2abn393pnE7NzLTxve/M5PJr9mEYko4OHxnpDqZNKSIx8eD6rm8eO4G3PtyDISUdLv83w1lLplOQlx70c/cVQ7TiLi7M5jsnTOSvT60DoMPtj+n4BaMpLcrqWmg/cUwOTo+FDrenq80xh5VQUpTRtWC/rEijIDeDzeWNVByYbUtPTmBMYQapqYlRibs/XTqRPh1ScsBdgc3iH9Hp+bfdmg0pWQjt4JR4sFik14nDogEG3en8KDabhrQkYE8tAt9ebNZg3/gSHBnY9MDrr1fc5GO36+Bqw4b/C6fn33bciNwyqHoXDnyWDJt/kbld808b2zQvMmsO1sp1oAV+cdnxHDifBxLzsWcVIKy2Q9I7nLaWtGzIHwf7DlrQ2A9sVrBJ98G/LQ7s6ZkI0UPvA0m9TWtEFs/AVr814L0BSP90lTW9AKO2nGSnf7elzdd7ilDklGLLyMGRGPz/Jtg1m5GREfCazWbDNWkmxhvP9I7F6Z+Ct7o74Ks1pC08Fnf5Fv/PvfC3TSodi9VmCyuWQ75HlJagVdX2DqXZ/0ssWtvR0XHU1/htJ5y9p+2t+NtanO0k5hdhP4T7bF9t42kKUggNJp0VfBdkZ5tJZ8XED2zv3r18//vfp7a2lpycHObPn8/KlSspLS2Nel+K8BhQAhZNbDZb1yL8efPm8dlnn/HXv/6VBx54oFdbu90+KCVCZk7L5+F7v8Xn6ypITrYxe0YBo0vSA9pMHpfFvTcexwtvbaG5xc2ZJ41nztQ802PtzrFHlICAZ97YgttjcMaxYznlqNEBuxzLitK459pjeP3DnWwtb+SkhaUsmFEQsFsyPdnOtefM5KOvKli3pYLJpeksmjOa3CC1ImON0O3ItMOg5pW+G6UdHpB89U0SUoxCyPKgr0pRAiSCfTy076dnogaAdazfjqK/uBMzkRO+CV8+3XcjRwYytRhRdbAfr+EfMelMwBAaIn0Sck/vdZgB/ZWeEBNPsGDoadkYo49EdkvAgjJ2MTIpDdHX8jzpReRPRa7/V78jfKL0KIx/975HdMdy5NmIxMimcoKVIrKUjEOkpCNbGvt8n1FbiXXWQtzvv9SnYa0+bjp6weiI4jkUEseNIeOYb9Cw/OM+21S9+wkFhx+Jc9VHfbYBsE2diaWkLNohAvFXikjkzYKZlwb1ARMx9AF79tlnY3JexcAJy4YiMzOTrVu3kp2dTUZGRkgrhvr6yBa99uS4446juLiYxx57rN+2ZttQhIPPMEASMM032DQ0OfFJSXZ639YMUkq8PgOrJfQUSUtrKxZdD6gFajbS8ELHDmj4wG8R0YUOmcdAwjiEFp75pfQ2gG//gSSs81y6P/nSixCWdH8yYNSD80swOjdfWME+CSwlEFayB9LZjNz8IpQH+UK0pSDm/wxSi6HuC9j1b0DS4fOPHiTobv/05NhzIH0SNO1EbngEgoz8ULwYMepYhDXy/yPp84Kmh2283ImvoQp2fwwbXw5+3qyxiFk/QMstAdceaFoRaOmhp0DaYtAzkF+vQH72aN+dlRyBmHwanv93O7I+ePFubcaxWI69EC0pPaLP0XFgx2DP69u9aS3Nf1gKniDJlRAk//R32A5fjG/7l7T972/9Rcy7oY+eROKPfoOeVxxwXB4wIY3V1GTblu2s+/4luCuqgr5efNkPKT73NGp+fTlGY0PQNiIpmbw/PYhtfHSqHfSkqqqK/Pz8IXUfD8Wh2FB0ZzCc8BWxJ5LrI6wE7PHHH+d73/sedrudxx57LOTNOZL55F//+tcsWbKE4uJiWlpaePbZZ7nzzjt56623OOGEE/p9/1BMwEY6fX1BmY2UxgEzzzrwtYOWCLYssKRFfBOT3g6/CatsP7BkKBFEMsLS4zP6OkC24E/UHKCnR7wuRrpaoGk3snwFNJWD7oDRxyCyJiBSDrjJGx5oq4CGDXTU7QAECbmT/IlXYkHX55NtFciGrVC12u8WnzoakTcXkkcFxC4Nj3+npvSAsIOeguhmICudbRiVu/B9tQK5dwskpWKZeyKicDxaeqDLu/S1+g1pEaAlB/it+RqqEU27kNvfh+qN/vbJuYjxJ0LmWPS8sQfP42kEb/2BmBxgzUJYkg/8f7iQlV8h1z4LLd0SB2siYuq3EGXfQCSkY9RXYGz6GO/KF7umA0VGAZajzkGMmR1x8gV9X99SSrw7t+B890VcK96CA4mTdcYRJHzrfKzjpyGs/mTZV7UH364teL/egLAlYJkyF72wDC0ts+t8rq930LFuDc1vvgY+H8mLjiPxiIXYx45DWKI7MdG2bQdVL73O3gcfx9fm1yl5ykRKl15BxsLDsWak4965neZn/kH78v/4d6MACEHCwkWk/eAn2MZOjGpM3YnXBEwxMol6AhYrLrnkEt577z0qKipIS0tjxowZXHvttWElX6ASsMGg7cANfKQUYzekD7fhpN3biDwwxSjQSLSkY9McaEL3l/nx1YJrPRhNB96pg3U82Mr8yV+ESJ8XfE4QloBSOHAgOWn8CDzNtPkyAUmSXgv2Akg7AmFJ9ZvRNm2Gmk+Q9ly/I7+7DmHPgrxFCLt/LZP01kPbWvB2jhQJsI2GhOkISxpGaxPeD5/D9/HLvWIU2aOwnfc7tNxipOEE127oWAeda7O0JEicB7ZCRDfrDF9DNcLVCFIiLQloGYUBSYV0VkHtcujodF3XIHUaZByOsGV0a9cMzRVIdxtCt0JKPiK5d9kfo7EK2pv9I4Sp2WhJAzeg7e/6ll4Pvqp9SGcHwmZDyylAc0T2/9/22Sr2XXU5sqPHXKyuU3Dbn0hZfDzCGt3yRVJKOnbvwdvYhLBYcBTmY80M9PQy3C68e3fjq/Zbs2jZuViLR6PZY5tkVFRUUFhYOGzu4yoBU4QipgnYeeedx6JFizjmmGOYMCG6RnGRMpQSMMOQbN3dwAef7qG5zc1xR5QwZWwWiY5BX2YXVTptQAZjLV60kVLi9LXS7msM+nqSno5dT0b4aqHjI4Juu9OLwDGnXyPWsGPytUHtm+D2j/y4PP7RLrv1wKiEYwxkHgvNW2BvH+vgEoqg9CwQXmj+z8GEqTtaCqQej+/zj/C8fG+f8YjCcdguuBGh7fFPwQYj+SiEfXR4n89ZDfueASNITLZsKPw2wmqeg39PYn19O7dtpfzC7yGdfZijahrF/3iSxJmzY9L/UKSmpobc3NwhcR8PB5WAKUIRyfUR8YRzcnIyd911F5MmTaKwsJDvf//73H///WzeHNrwb6SzeWc9V97+Ac++tZU3PtrFNX/+kP+uC74+ZTjjdrtHzLZxQ3pp9zX1+XqbrwnDcIJrA316Hvj2dRsViwKe+q7kC8Dt03H7uq0Pcn4N7hqoeLfvc3TsA2edf8QqWPIFYLQgGyvwvPtkyHDk/u3I6t3g/KrvRm2f+RPHfpDSgJavgidfAO5acPZtjGsGsb6+21d93HfyBWAYNL34PIbH03ebEcZIuZ8oFJEScQL2wAMPsHnzZvbv389f/vIX0tLS+Otf/8rUqVMpKOjHnXsE88ZHO/F4A3fJPfDClzQ0j6wt1oO1EzUW+KSX0GZSEiHbuy287+tEQbb6D5SuaTk/dosPu6WHv5anxr/mKxRGC7hCO1zLhv3QGnzhdcCpyjf51471eSJneNUAvK3QtD50m6b1g1Y9AmJ7fftamml66V/9tmt56zW8tTUxiWEoMlLuJwpFpAx4y0VKSgoZGRlkZGSQnp6OxWIhPz8/mrENK2oaej/VNre5eyVlw51gpVqGKzIsJ88w2sgobqOXgYmVy6Pj8vTYIWd4/Wu+Qp5H9h+XEea16TmwAzNkf+GcK4yYpJugdh8mEcvrWxoG0tv/yJb0esP/vxkBjJT7iUIRKREnYNdeey3z588nOzub3/72t7jdbq6//nqqqqpYuza8Om4jkVOP7u2Rc/risWSFsH4YjjgcjhGz7kET/a/Pk8Lu36UXCj0z9OuRYC8M/NHqw27tMQJmy+h7Gq8TkQC20CPSIjkb9P41EAVlYIT6ktTC24igJUBCSeg2SeMDdmiaTSyvbz0pmcR5R/Tbzj55KnrK0F8LFS1Gyv1EoYiUiBOwP/3pT+zcuZMbb7yRJ554grvuuovTTjuN9PT0GIQ3fJg1KYerzp9FcqIViy749vHjOPPYsejaYJTriR0jaQRMFxZsWt8Jsk1LQNOSwBa8NBbgT8709OgFZcsDcXAHXK8RMD0JrLmQGWKRtmYDewY4Qvk2aZBViD73xNDx2BMQBWNDJ5mOiaD3nzAI3QYZIRIQYYGk0f2eJ5bE8voWFgupp57Wb7vMi3+EPgwWo0eLkXI/USgiJeItemvXrmX58uUsW7aMu+66C13XOeaYY1i0aBGLFi1i8uTYmPUNdVKT7Jx53Hi+MbsIn0+Sk5EQ4Dg/UhhJT6ua8NtNGB4Dn/SgHxgR8//bRqJ+wFPMUgDGBPBsDTyBSICEhX47hgNInxva6/xrtHQbJGQjwhhl6jqlNR2ZfSrUvg7SEzj6pdkh6xSENRWZswDcDdD6dY8PZYPR30M4spHSC0kLoW0l/mk9C+D1/51yDMKaieUbZ2LsWIesC7JhRNOxnXMdWtYo8KVC68cYMhlcySAkwl6P0B3gmBy+91pCIeSeCNXvEjDVqNmg4EyEPTdsrWJBrK9v+8RJZF32M+ruD77zNOXU00icNTemMQw1RtI9RaGIhEP2Afviiy+45557ePLJJzEMA58vnIK80WEo2VDEC62t/tqEycnJgxxJdJDSgPYqZNMuZJ1/p5/ImoZIGw2JeQcTC+lFeltBOA+UybEi9MSuqTfp80DjLuTO92H/GkD6100VHYEYfQyklyK08BMx6a4H1z5a67cBguSsiWAvQFi7+WR52/ylTITvQEwaWBL9XmCdbXwecFZBRxV4O8CaDAl54MhFaP6RNaN2H75dXyF8rQhhINGQXoE2agraqPEITcdorMHYuxXf6rcw9m4BoaFNmIs+czHaqIloiSmBcXma/BroiQHeXn7Nff7k0VXtN9G1poEtu1e7sLXytIGn1W+Ka0tD6ANf1G3G9e1raaHj89XUPnw/rg3+TQnWktFk/einJM1fiCUr29+uuRHPrh04v1iN0dyIdfQ47JNnYC0eHX2fMMOgbftOGlatpeq1/yANyD15EZkL5pE0YQxalM1hu7N//36KioqGzX18ONtQ7Nu3j2uvvZY333yTjo4OJkyYwD/+8Q/mzo2vpD+WRHJ9DOi3au3atSxbtoxly5bx0Ucf0dzczKxZs1i8ePGAAlYMHywxvBGbjTS8ULcRufkpkD66JosbtiCFjph8PjJzCkLTkb4mkBUI3z7AiyQVSRlIAVhg36fIdY8TsGhfGrD3v8i9KxFzf4wsmN2V9PSHsGWCLROLxe8eLxKCrLHytYFzH9Sv84+4JY+GjGlIIwWh2fyJSdVKqPiQgNEmYYGSJcisGQjdgXBY0G21UL4CDK9fh4yxiKTpIARGXQWetx/B2BBYQslY9wHGug/QF30fy4LTEQkO/y7O2mXgafQ30mzI9MMhdRrC6k/ShNDBnu3/cwhITwc0b4d974PrwE7U1HHIwkWQNCpsrbtjxvWtp6SQfMxiEmbP9e92NAz0zEwsmQcTZ8++cur/8ntc69cEvlnTSf/J1SSdeBp6cv81SMPB8Hqpefcj1l74cwzXwbWFNe8sR1gszHrwT+R+8wR0W3STvk5G0j0lEqTPh3vTOoyGWrSMbGyTZ8WsJBVAQ0MD3/jGN1i8eDFvvvkmubm57NixI+6XDw0mEY+AZWRk0NraysyZM7umHY8++uhBeXJRI2Dm097ud+9OTDS/EHe0kU1fI7+4j753OgrEzMshKRXhXQP0XvgutXHQoiM//lOI8+Avon3U9Yj00RHF2Jfe0lkFu18Ed0+LDA1Kz4SksVC5AvZ/0PfJx5wFjgLkqv+F1oogMeuIBVfhWfcZvg+eCRmn9ez/QR+TA1VvBm+QNB5yT0BYolNBQfpcUPlxH59PwPjzEemRG0UPhevbV19LzU3X4N7Ut2VH5rW3kHz8N6PSX8Nna1l58nlddSl7IQRHvPoEWUceHpX+elJZWUlBQcGwuY9HYwSs478f0PyPv2DUVXcd07JySb1kKQkLYjOQcd111/Hxxx/z0UehC68rDo2YGrH+85//pK6ujtWrV/PnP/+Zb37zm8Pil0ah6I70uZF7ltGfD5jc+yHSW0mw5AsAo9pf17E/uwppIPev8U95HiLS8ELD+iDJF4ABe17zTzlWfBj6RPs+QFZvCJ58AUgfxpfPQEf/RrPeD55BtoRo17YNXFH0tnLWhkguJex6GemOokGuibh3bg+ZfAE0PngP3ppDN631uVzsfvCpvpMvACnZftd9eFvb+26jCJuO/35A4x+vC0i+AIy6ahr/eB0d/w3x0HQIvPLKK8ybN4+zzz6b3NxcZs+ezUMPPRSTvhThEXECphKu+EbTNDRtBGwucNZD/ab+29V9hQjlSu5Ogb2rwutz13JwRpYUBNXb0wB1n/f9JsMFzmqQoddjysRR8PU7IduIlv3oBUX9xilr9yJb+2nUEsJNP1Jadod+3dMCHZEb5A6F67t9+X/6bWM01OHZ248GYdBRvp/9/3q933Z1H3xC++49h9xfMAZbbzORPh/N//hLyDbNj9wdOiEeIF9//TX33Xcf48eP5+233+ayyy7j5z//OU888UTU+1KER3xOvisGjOdAMjLcFp/2wujPBb8TCUao0QGj30SnC29H+G0PEFRv6ell2BqIAF8Y5V0sCeAKw8Ge8GKWHg+EWv/uaUZKX3R8vsIZ3erPKy0IQ+H69tVU9d8IkFGwbzBcrrBNX40Y2UV44qns0qZ1vUa+emLUVuHetA77tOgujDcMg3nz5nH77bcDMHv2bDZs2MB9993HBRdcENW+FOERP48eiqgwYkoR6fb+3eTBv2A91O5FTYAlzC9rexpokS1kDqq3ZoeQa6mkP7nqD3czJOf120zKMDcOOPrp05EfPZPVhJz+21giX8c1FK5v69jw1q5pyYc+E6EnJaIn9n+tCIsFS4x2hg623mZiNIQ3Khtuu0goKChgypRAT8PJkydTXl4e9b4U4aESMEVEjBgjVkcm5IexqLhgPtIWIsGyNsGY48Lrc/zJCEdaeG0PEExvYc2AnBCGptY0SMj1J2ohEO46xNiTQraR2VPw7QpdUxJAGz0NEvpZI5Qc+aL4PkkqDl0eKSEfHGEkaT0YCtd34oJj+m1jKR2DtaR39Y2I+yodRemPzuu3XdE5p5FQ1k8VgwEy2HqbiZYR3s7fcNtFwje+8Q22bNkScGzr1q2UlpZGvS9FeKgETBERI6UUkdB0RMF8/0hYX+gORP7hCD0PSbDRBgH6eET+HL/paigsCYjsEI76fRBUb6FB6kRImxgk5gQoOR0c+VAaapecBiWnQNZ4KJgTvIktGW3qWeil00IHKTQsx5yDljGm71HFzIVgi6LJakI2lJ0FB81DDqI7oOwMhDXyEbChcH1bSseSdPIZfTfQNDIu/xV6Wvoh9yU0jaLvnoYlre/RND0xgdIfnx8zG4rB1ttMbJNnoWWF/j3QsvOwTZ4V9b6vvvpqVq5cye2338727dt5+umnefDBB7niiiui3pciPMKyoXjllVfCPuFpp/VfaiNaKBsK82lubgY4ZL1lV1FmHSEGr1yTbN7t9wFz1ge+4MhGTDoXkep/6pe+JjAawdiPwIcUGaDlgpbp9wmr3eL3ASuci7A4/GvDhI70tELlOsTsSxCZYyOLzd1KS71/vUhKVgHCGjhVJD2N/p2FLTvA54KkEkgsRNhyQQi/K3/TdtjzRuCaKUculJ4KKaUIoSOdjciajbD1dWir9ielY45DFB2OSC3CaG3Ct/pNvO/+84DhazcsVqzfvhp92pGg6eCqhKb10PwVYICjyF9+KKHI75ofRaThhfYKqFkDTVv9yV/OPEifhEjsf2o1GNG6vg8VX10Nzf9+jpYXnoBua6T0nDwyr/4djlmHR9WMtWndBtZdeg1t23cGHHcUFzL74bvIOKKPJD0K7N27l+Li4mFzHz9UG4rOXZB9kf6rO2NmRfHaa69x/fXXs23bNsrKyli6dCk/+tGPYtJXvBLJ9RFWAhbuLhUhhHLCH+G43f6FzTZbPyM+fSBlG5IGJH5LAkEWgkwgadASMems9bvhd/iTHZGQC4n5CEdW77aGD6SB0AO//IyOJkTVF8jNL4G723ZAexpiyneQudPQ7OEZZ0p3O9RtRm55FXezPyZbZgliwqmQOR5h6TFqJw38zvvBR5+ku9lv22B4/KNDjpyA0SHZshe5+x2/i74tDWl4oLUcUXgkZE5EWBx46/cgaisw9m7D2LURdB1t3Gy0vBJEbjFa6sGneil94G31x6Q5op549fp8hhd8TkAgrIfmM3ao13c0kT4v3n3lePbsQrrdaGnpWEvHYsmKfGo1HFw1dbRu3k7rtq9BSpLGjiZl8njsebHpr5Pa2lpycnKGzX08Zj5g2Xmk/vDqmCVfCnOIegI2VFEJmPkcSqkWKZsx2EiAKzsAGhqTESKy9VFRwdcIHR+DdHJwRt7wF9lOOBL0/mMyDC/seBc2/avPNmL6eYiyRf2eS3o6kDv+A1tfA6AVv87JHEjqpp+LKDmyVwI4UGTLXuT6+/wjaMEYdyYkluF7/fd+P7CkLETueDC8yIpN4G6D7DHox1+Nlhz9dStmM9JKbQ0H4rUUkdlO+ApziHkpIkX8MtCyIVK6MNhK7+QLwMBgC5qcgRAmrgcxXOBcfSD5IjA26QTnGn8SpoUeDRFNe5Bb/h2yjdz0IjJzLFpaceiYmvd1JV8AFnps0f/yGcgcC2mHviBa+tzI3f/pO/kC2PFvKDvnoBlrWx1yZw8D2NqvoWorjIAELF7L4gwm8aq50PWoW00ohhcDuvLb2tpYvnw55eXlXUP2nfz85z+PSmCKoYkRpmdQbzro000eAC/QDpiZgLWAEcJPymjwt9F6T0UG0LTngK9YCLwdiOZ90E8CJitWB4ZAzydiiazbiohCAkZHTf9mtNLwF/PWbSG9xXxf/BsxaibCHp1SQ4PFwK9vxUBRmivilYgTsLVr13LKKafQ3t5OW1sbmZmZ1NbWkpiYSG5urkrAFEGRPUdygrZxBdvTFjtkiJGfrjb9b5GXHcFKAgVp524J+fmk4YOGXT2P9m7YGCXfHk978PP3xN0MjmRoq++7TUs10uMc9gmYQqFQmEXENhRXX3013/rWt6ivrychIYGVK1eye/du5s6dy5///OdYxKgYQgy0VIsI61IzeSoiXCPW/rCFt15I9GPYKjQdeviEaUi0nkmSIz2s/vol3HVkugM8/SSr1kSEPvynkoZCKaJ4Q+mtiFcivvLXrVvHNddcg67r6LqOy+WiuLiYP/7xj/z617+ORYyKIYTX68Xr7We6LSiJhL7cBILIfZsOCS0FRIj1XcLub9MPIrWfdV3+VpCc33+rkiMDfvZiwdsjMRV5/fhyhYsj22/Y2h8Juf7F9iHQpp6MSBiETRRRZuDXt2KgKL0V8UrECZjVau2yC8jLy+sqY5CWlqZKGsQBNpttgFv0HQj6du4WlAJhlM+JJloS2PtaBCvAMRe0/pNCmVoEBf0spi05Epk6qv+Y0oohc1zXjzbc2LqvnSucB8mF/Z8nDIQtGTHmW6Eb5cyCxHwIZRFiTUArnhWVmAabgV/fioGi9FbEKxHPGcyePZvVq1czYcIEFi9ezA033EBtbS3//Oc/mT59eixiVAwhOsuGRHrTFEKAzEJgxWA3/kX54E/MShCkI0KVlokVlnxIOAbcW8FX4T+mF4BtAuiZYZ1Cs6dgTPyWf5F69Ze9GxTOg7EnoFnDqLnnSIfZP0RufR32/heX9Ht+2TQDRi9GjD0eYY+iRUL6WMSE7yG3v9B7I0HObETZErCloh+3FN8HfwNfj7V8jhT0E36JyAxnFHDoM9DreyTQXlFN01fbad68A6QkZWIZ6VPHkziq/5HbQyGeShEpFN2J2Ads9erVtLS0sHjxYmpqarjwwgtZsWIF48aN49FHH2XmzJmxirUXygfMfKJhVCmlB/+OSAnYESI2JU4ApOEGbxMYbYAOlnSEJci0ovQeWHAv/B5gQdaHGVLik36jYQ2BrgW2MdrrES37kDWboKMeErMROZORKUVoCemRxe3zQmvlQSPW9HxIykV0Kwwu25sxqvdg7PwSXO2IURPQCseiZRZE1pc0oKMWWvcjO2r967lSRkFCbte6NSkNaKrAqNmB3L8BNIt/1CuzNMCEdbgzlIxYzUIaBtUfrua/F/yK9j0VAa8lFORyxCO3kX/cArQoOu93Jx6NWBUjF2XEqogZQ6VUSzhIbxO0rATXnoMHhQ1SjwRHCSKcBfYH8BheWj3tuAz/F7SGRoo1EbtuQ+scuZONYHwJ2A/86QB8oE0HMTC9+tLbaKzG88aDGBs+CXxDQgq2C25CL5k8oP7ineF0fUeLmo/X8N7iCzE8wXcqC01j0dv/oOD4hTHpP95KEcUby5YtY/HixTQ0NJCenh7VcwsheOmllzjjjDOCvr5r1y7KyspYu3Yts2bN6vM8ixYtYtasWdxzzz2HHFMk18eA53yqq6v56KOPWLFiBTU1NQM9jWKYMRSKFYeDNDqg6cPA5AtAuqHpfXBXB39jELyGlwZXU1fyBX7r2CZPK07vgd2BsgWMzwEn0ARUAy1Au/+4DL2IvS+C6S19Xrwfv9w7+QLoaMH9+I0YtfsG1F+8M1yu72jhbmji86vv7DP5Av8I2WeX3UhHdXh2K5EST3oPZx577LGoJ1CHSkVFBUuWLAm7/bJlyxBC0NjYGLugIiDiBKy5uZkf/OAHFBUVccwxx3D00UdTWFjI+eefT1NTCFNLxYjA5XLhcoXhnzXYeBvBU9X3663r/DUPw8Dl82D04ZfV4m3Ha/hA1gF91UH1+EfHBkAwvWXdfnyrXuvjHYCzFWPPlgH1F+8Mm+s7SjRt2kHdZ+v7bde6o5ymr7bFJIZ40lsRXfLz87Hb7f03HKJEnIBdeumlrFq1itdee43Gxkaampp47bXXWL16taqqHgcMm11i3n4eBjz7wegI3QaQUuIMUapHIpHSCzJEsgf9v94HwfSWTTXgC71137dtdcjXFcEZNtd3lOiorA2/bUVsZjriSe/BZNGiRVx55ZVceeWVpKenk5WVxW9/+1s6VyG53W5+9atfUVRURFJSEkcccQTLli0D/CNHF198MU1NTQghEEJw0003AfDkk08yb948UlJSyM/P59xzz6W6OvwZhk6klOTk5PCvfx2sqTtr1ixycw+uMf3vf/+L1WrtqtkqhODll1/uev3TTz9l9uzZOBwO5s2bx9q1a7te27VrF4sX+wudZ2RkIITgoosu6nrdMAx+9atfkZmZSX5+ftfniyURJ2Cvv/46jzzyCCeddBKpqamkpKRw0kkn8dBDD/H666/HIkbFEGLY+CT1a7KqQZi++yKUBYO/Bf3/Kg1stj+o3mEYyAqL+lIbCMPm+o4S/V/b3dpqsalTEU96DzaPP/44FouFVatW8be//Y27776bhx9+GICLL76Yjz/+mGeffZb169dz9tlnc/LJJ7Nt2zYWLlzIPffcQ2pqKhUVFVRUVPDLX/4S8Cdut9xyC1988QUvv/wyO3fuDEhswkUIwdFHH92V9DU0NLBx40Y8Hg8bN24E/Ing3LlzSU7uvRO8ra2Nb37zm0ycOJE1a9Zw0003dcUIUFxc3JXcbdmyhYqKCv76178GaJOUlMSqVav44x//yO9//3veeeediD9HJERsQ5GVlUVaWm/DxbS0NDIyMqISlGLoMmxcq/X00K8nTAC9f48vIQQJugN3H9OVutDQhA6MCj3NqA3MuyuY3iIzHxKSoaO1z/fpU2KzYHqkM2yu7yiRPKYYoWnIMOoxJo+NQv3RIMSb5oNJcXExd999N0IIJk6cyJdffsndd9/NscceyzPPPMPevXspLPTfq375y1/y1ltv8eijj3L77beTlpaGEIL8/EBbkh/+8Idd/x4zZgx/+9vfOPzww2ltbQ2aKIVi0aJFPPjggwB8+OGHzJw5k5KSEpYtW8aUKVNYtmwZixYtCvrep556Cp/PxyOPPEJiYiJTp05l7969/PSnPwVA13UyM/3WQrm5ub3Ws82YMYMbb7wRgPHjx/O///u/vPfee5xwwgkRfYZIiPjK/+1vf8vSpUupqDi4XbmyspL/+Z//4Xe/+11Ug1MoBowlHRL7cIwXVkichAinFBFg0yxY+9gxmWpN9ttRiDSgrzqIqQf+RActMx/rSRf3+brIL0MUjIlaf4qRS+rEMkZ958R+2+UuOpy0yeqaGu7Mnz8/YNRzwYIFbNu2jdWrVyOlZMKECSQnJ3f9Wb58OTt27Ah5zrVr13L66adTWlpKSkpKV4I0EGP2RYsWsWHDBmpra1m+fDmLFi1i0aJFLF++HK/XyyeffMIxxxwT9L2bNm1i5syZJCYefLBesGBB2H3PmDEj4OeCgoIBTaVGQsQjYPfddx/bt2+ntLSUkhL/E1F5eTl2u52amhoeeOCBrraff/559CJVDAl8vr4Wmg8thGZFJs0ESyq0fg7GAbNHezEkzUFYs8M+l67ppNlS8PqcSFczSAN0B7o9FWunL5dIBG0myD0g9+L3ONNAFIMY5fcWGwB96a1POxLp9eL9z6PgPmhkqU08HOspP0JLC//zdSK9LvA5QeiIMOtbxhpp+JBuN8JqNaXW5HC5vqOF7rAz46afU/vx53TsD/5lY8/KYO49v8GaEptrIt40H6rous6aNWvQ9cAH01CjWG1tbZx44omceOKJPPnkk+Tk5FBeXs5JJ53U5akXCdOmTSMrK4vly5ezfPlyfv/731NcXMxtt93GZ599RkdHB0ceeWTQ9x6qo5a1h8+dEAIjjJHhQyHiO1pffhuK4Yn0tYGnHtp3gNEOtnxwFIMlI8D0s5OeF2lPPD4Dr5QIwK5rEa0xiTZCT4CESUhbgX/BvdBBS/Uf74GUPqBzmtEaMDomDQ96Uznavv9CxWcgfZCYC2NOgozxkHDAMV8kARP8SRc+QAcSQ5fx6Ye+9BYJKVjmfxN9/Bxk3X7weRFpWYjsYoQ9spJO0tkIjTuR5R9AWzVYHMhRRyKypyBSolP2KFKMliZ8e3fg/vhNfHu/RktJw7bodPTRE9GzYufM3t/1PRJJmzKWY995lM1/fYKdj77YZUkhdJ3R536TSf9zCRnTJ8as/3jUfLBYuXJlr5/Hjx/P7Nmz8fl8VFdXc9RRRwV9r81m65Usb968mdraWu68806Ki/3VMFavHvgGoM51YP/+97/56quvOOqoo0hJScHj8XD//fczZ84cUlKC1+edMmUK//znP+no6CAhISHo5+3c8DFUkv6IE7DOOVLF8Ed6mqD+XXBXHjzYsROa/gtpRyKTJyO0wMXcnVvGe2799RqSZreXXU1Omj0+NKAw2UZBkp0ka3hTfVFHdoDcjRB7Qe98OkoEOQnIAKEdeGpqxWAfUH+gTRaaLASS/clW5VrkV/+E7lYU7dXw1T+RaaNh+kWIxAMjTkKj76nIyOlLb/DfrER2EWQXDfj8sqMO+dWT0NDNYsDTCtteRu58G2ZfhsgYO+DzDwSjoZaOfz2IZ+V/Dh4DvJs+R8svJumKW9ELSmPSdyi9RzJpU8Zx2P/dwKSfX0D7Pv/9IKEgh5QJZej22G7oUDYU5rFnzx6WLl3KT37yEz7//HPuvfde7rrrLiZMmMB5553HBRdcwF133cXs2bOpra3l/fffZ/r06ZxyyimMHj2a1tZW3nvvva6pvpKSEmw2G/feey+XXXYZX331Fbfccsshxbho0SKuvvpqZs+e3WXMe/TRR/PUU0+xdOnSPt937rnn8pvf/IZLLrmE3/72t+zatYs///nPAW1KS0sRQvDaa69xyimnkJCQEPE6tWgyoNWPjY2NPPzww1x//fXU1/u/tD7//HP27VPmj8MF6XNB44eByVd3mlaAs/f/Z19GlbUdHtbXttHs8T9ZGMDeVjdf1LTS5hmEpw3pBmOjf0owwMPrgDEqnTYVLRh8xcHkC6DuwLFWaNnbO/nqTtMu5K73kEZsPmMsjUGl4UPuej8w+eqOtwO57kFke/hWBYcck5S4V/4nIPnqjlG5h/aHb8dojY3nYLwZsXZHs1hImzqOghOPpODEI0mfPjHmyRcoI1YzueCCC+jo6ODwww/niiuu4Gc/+xk//vGPAXj00Ue54IILuOaaa5g4cSKnnXYaq1at6hrZWrhwIZdddhnnnHMOOTk5/PGPfyQnJ4fHHnuM559/nilTpnDnnXf2SnoiZfHixfh8voDF9scccww+n6/P9V/gnyp99dVX2bhxI7Nnz+Y3v/kNf/jDHwLaFBUVcfPNN3PdddeRl5fHlVdeeUixHioRlyJav349xx9/PGlpaezatYstW7YwZswYfve737F7926eeOKJWMXaC1WKaOBIVyVU/yt0I2s25JyO0A/eIIOVaunw+Fhd3YKvjytpdKqd0amRTYsdMrIejDUhGqQjxQwMsRW/Y32wc2Qjtm+EXe+G7kvoiAXXIZIjq8EYDrEsjSNbK5D//YO/DmYIxPSLEAXzot5/MHzV+2j5/Y/A2R6yXdKv/op1QvTrzsZjKaLBRpUiModolttR9E1MSxEtXbqUiy66iG3btgWcfMmSJXz44YeRR6sYHLyN/bfx1IIv0Oog2AhBh9foM/kC2N/qxuWL7WLGXsj+yqY0guigz+QLEB4PVISxnkH6oCN2ZVpidpNvq+43+QKQ1f07pUcLo7ay3+QLwFe+PSb9x/MI2GCh9FbEKxEnYJ999hk/+clPeh0vKiqisrKP6SzF0EOGO2UWmFk5nU6cTmfAsf5SK0P2Oo0JhJPw9ROUxL/jMRzCbRchwfSOHuF+NhOnkMPV0Rv5DqtwiK3eimAoveOHJUuWBNhcdP9z++23D3Z4phPxInyHw9E1TN+dLVu2kJOTE5WgFCZgCWOoX0sELXDqMNjiZIeuIeg7nclOsGDVTd4NKdJBhvKhcYC0g7ADwRcBS4vwL0CvWhv09QDsvc2Jo0FMF4M7wjROzhgXuxh6oKVlga5DP7uUtMLRMek/3hbfDwWU5ubQ6TA/mDz88MN0dAQvAddpkhpPRJyAnX766fz+97/n//2//wf4d2KVl5dz3XXX8Z3vfCfqASpihDUL9FTw9U6mu0idh7AE7hDxHNii3v2mmWjVGJVsY09r71EJARQm29FMt6NIBfpOrhDjEFoiQpYi2Rq8iZ6HGHUksr8ELHMiJMXGGiGY3lEjKR+yJkHd5r7bCA2ROSH6ffeBll+M9YgT8HzyVt8hpWagF8XGFDSmeiuC0qm5YuRTVDTwHdsjkYinIP/85z9TU1NDbm4uHR0dHHPMMYwbN46UlBRuu+22WMSoiAFCT4SsE0Hr44smYYz/Tw90Xe9l1KcJwahkB6NT7QEXVIKuMSM7iZTBsKEQCaDNBnou/hcgxoLIPvBTBoJxBD6LWBCMR5AGqaOg+Oi++7EkICacibDE5gs7mN7RQlgciPFnQAjTVTHl3Jgll8FjsuI45Ty0vFHBG9jsJF52E3pWXkz6j6XeiuAovRXxSsQjYKmpqaxYsYL333+fzz//HMMwmDNnDscff3ws4lPEEGHPQ+acCc7d0LoeDDdYMiF1NtjyEZbw/azsFo3SFAe5CTZcPgNNCBIsGjZ9EOu8iRTQDgNakdIJaAiRjN8c1X/TF0JHkIuUqRwcLXMgxIGEymqBsUuQKaNgx+vg6rQ/EJA/F1F2PCKlj2RhGCBSR8HcnyH3fQJ7P4HOmpfp4xBjToKMcQjN3C9IPb+YpJ/fieeL/+J640lkaxNYbNiOORXbwiVYSs0bkVMoFIpYEbENxVBC2VAcOoaUuH0GPm87YCA0Gxbd3mfi1NbWBkBSUvTMRmOFlBJDduA78EcIHV0koeFA1yL3N5LORuio9S8UtyZDYg5Cj62Lt1l6S2lAey14O0CzQEIWwjL4u9N8DTXg7ACLBS0zN+bliIbT9T1SqKiooLCwcNjcx4erDYXCHCK5PsK+m61atYr6+nqWLFnSdeyJJ57gxhtvpK2tjTPOOIN7771XrZ0YRvikpNnlpdblpfuloAkXRYk2HJbeIx8WS+zr8UULn2zH6duP5IDVggQPjVi1DDAy0Puafu0D4UgHR3rU4wyFWXoLoUFSril9RYKeYe7GnuF0fY8UlOaKeCXs+aGbbrqJ9esP+gF9+eWXXHLJJRx//PFcd911vPrqq9xxxx0xCVIRG9w+40DyFYghobLDgzdIIVK32z2gIqtmYxguXEbVweSrGx6jAYPhsfV9uOg9UlB6m4/SWxGvhJ2ArVu3juOOO67r52effZYjjjiChx56iKVLl/K3v/2ta2ekYnjQ6unbc8ljSNxG79lpu90+LEY5DdwYsu8ac16jBcPo34R0sBkueo8UlN7mo/RWxCthJ2ANDQ3k5R3cebR8+XJOPvnkrp8PO+ww9uzZE93oFDHFE2SEqzvBVgcOF6NK2Y/JqIEXab47bMQMF71HCkpv81F6m8vf//73rvVJc+fO5aOPPgrrfR9//DEWi4VZs2bFNsA4IuwELC8vj507dwL+IePPP/+cBQsWdL3e0tKC1RrbBcmK6JJgCf3frwfx7houpVo0Qu/c04UdTQziDs0wGS56jxSU3uaj9DaP5557jquuuorf/OY3rF27lqOOOoolS5ZQXh7KtBqampq44IILAmbBFIdO2N9AJ598Mtdddx0fffQR119/PYmJiRx11FFdr69fv56xY8fGJEhFbEi06PRlj5ps0YK61w+XEQKBHYvoe0eVRaQgxND3Hxoueo8UlN7mE69679u3j/vuu4/f/e533Hfffezbty/mff7lL3/hkksu4dJLL2Xy5Mncc889FBcXc99994V8309+8hPOPffcgEEXxaETdgJ26623ous6xxxzDA899BAPPfQQNtvBrfyPPPIIJ554YkyCVMQGu65RmGSjZ56VaNHITrAO7xEwzYpNy8QiAk1GBToOvRCNof8ZYPjoPVJQeptPPOr95ptvcuaZZ/Loo4/y9ttv8+ijj3LmmWfy5ptvxqxPt9vNmjVren1Pn3jiiXzyySd9vu/RRx9lx44d3HjjjTGLLV4Je/9vTk4OH330EU1NTSQnJ/dyL37++edJTu7bUVsxNEm06BQn2/H4/KumLAKsmoauBR8b69yx1D35HqroWgI28rCSfmA3pIaGFU04/LYLwwCz9ZbSh9+w1uzSUUOD4XR9jxTibRfkvn37uPHGGzGCrMG98cYbmTlzJoWFhVHvt7a2Fp/PF7CWG/zLiyorK4O+Z9u2bV0zX8ouJPpE/C2UlpYWtHREZmamumkNU6yaRqJVJ9mq47DoQZMvr2HQ7vHhNMAjRVCLiiGHNNBFBxaqscqtWOUOdNGCYPjc8C0WS8xvfFJ6ke5qZPMqqH8NGt5BOsuRvvaY9jsUMUNvRSDxpvcrr7xySK8fKj0frqSUQR+4fD4f5557LjfffDMTJqjqE7Egvq78IUBDUwdf72miqcVFQW4yZaPScNiH9n+Dy2dQ0e7GY0g8Tn/y0ih1ChKtQc1ahwRSgqwFuR6673Y06oB00Kb560UOcYI9JUcTKX3g3AlNywNfcJeDvQSZ+g2EHj+u8LHWW9GbeNN8//79fb4mhIjZWrDs7Gx0Xe812lVdXd1rVAz8G+tWr17N2rVrufLKKwH//5WUEovFwn/+8x+OPfbYmMQaLwztb/4RRlVtG3fcv5LVX1Z1HbvyB7M544TxQzYJ8xgHky84mMp4pWR/u5tRSX2XLRpc2nonX100gtwPjIE4nWrrwlPfO/nqxFUOzlGQNMXcmBSKEUyo6UUpJUVFRTHp12azMXfuXN555x3OPPPMruPvvPMOp59+eq/2qampfPnllwHH/v73v/P+++/zwgsvUFZWFpM444mh+a0/Qvlic01A8gXwf0+uZc7UPCaUZQ5SVKFx+2RX8gWgaQeTLZ/0u+kPyQRMNhE8+ep8fTeIAiDRrIgGRHe9Y4J7b+jX29YiHaVxMwoWc70VvYg3zU877TQeffTRkK/HiqVLl/KDH/yAefPmsWDBAh588EHKy8u57LLLALj++uvZt28fTzzxBJqmMW3atID35+bm4nA4eh1XDIz4uvIHmdVf9l7oKKV/ZGyo4uvhxurzevF5DzrIB3PLHxq09PO6D4KUKRpqeL1evN4YxumuCf260QHSE7v+hxgx11vRi3jTu6ioiJtvvhlN09A0DV3Xu/598803x2QBfifnnHMO99xzD7///e+ZNWsWH374IW+88QalpaWAvzB6f55giuihRsBMZPzojKDH01OH7jZsrccUnd7DbDeYVcXQoD9NBfRj1joUiPnGFksqIfckCCvDQadooTYSmU88ar5kyRJmzpzJK6+8wr59+ygqKuK0006LafLVyeWXX87ll18e9LXHHnss5HtvuukmbrrppugHFaeoBMxEDp+ZT25WAtV1HV3HTjxqNKNH9W0YOtjYNIEGXYV9fAe2jFus/pumox83/UFDZIScgYQCYOgvwu80qYzZl5SjFNq/6vv1xKmgx4+9TMz1VvQiXo1YCwsLu6b+FPGJSsBMpLQwjb/+7jjWbapm975mZk7KYcq4bFKShm4xWpuuUZBkY3+bGwno3b6YChKt2PrwCxt8kkCMA7k9yGs20EphGHiBxdyk0pIJidOCJ2F6KiSMjytPsHg0BR1slOaKeEUlYCZTXJBKccHQHfEKRqdZq9Nr0Ohux6JpZCXbsWti6H45CwswCkQyGDuBZkAHUQIiz398GODsaAchojIiI6WvV/klodmRSbPAmgdt68BbD5odEqeDYzTCknbI/Q4n1AiY+cTrCJhCoRIwRVjYdQ27rpGQlgIwNHc+9kRYgRzQ0vEvuBeAfVhYT8jWCmT9Vmz714HQMIrmIDLGIZJ6+/WEPI+vHTy10LoFfM1IaxYkjgdrNkL3j7wK3QEJZUh7IRhuEFrc7HrsiRqNMR+luSJeUQmYIiKGZakWYQWs/TYbKsj6bci194HPjVv6EyFb0xakNQnmXI5IKw3vPN42aFwBHd2mYd2V0LYBkmcjU+f4k68DCM3uH/2KY4bl9T3MibdSRApFJ8NgGEMxlFClWmKLbKtGrn0AfP4vJSserBywgfC0Idc9hHQ2hHey9q2ByVd3WteCKzaO28MZdX2bj9JbEa+oBEwREYZhxF3pEFNp3g2+g2tifOj4uttAuBqhpe9SJp1IbzO0rOmnr8+QPrX+pjvq+jYfpbciXlEJmEIxhJAN2wJ+FkhEDz8N2RrGyJWvHQxX6DaeOjBUAqZQKBSDgRr7VUREvJUNMR09cA1Wz+TL3yaM9UlhWWyIYbEhwUzU9W0+SnNFvKKufEVEqFItsUVkBRa+9qLj7eFEL1JL+j+RngLWrNBtEseBFp+7HftCXd/mo/RWxCsqAVNEhM1mUzvEYklKIXTb5WjDg41utRhzZ0JSfr+nEXoCpC0I0UKD5BkITQ2Cd0dd3+aj9DaXv//975SVleFwOJg7dy4fffRRyPZPPfUUM2fOJDExkYKCAi6++GLq6upMinZkoxIwRUQ4nU5lnBhDhD0NMf1CyJoMgEvacckD05IFhyEmfBthTQzvZPYiyDwBRI8vOC0Bsk8FW24UIx8ZqOvbfOJZ78rKSr766isqKytN6e+5557jqquu4je/+Q1r167lqKOOYsmSJX0W4F6xYgUXXHABl1xyCRs2bOD555/ns88+49JLLzUl3pGOevxVRIQyTYw9IjEXZvwQ2qpwtFT7j6UVQFJul3lqWOfRLJA0AWnLA089SI/f58uaibCkxCr8YY26vs0nHjXfvHkzd999N2vWHNypPHfuXK6++momTZoUs37/8pe/cMkll3QlUPfccw9vv/029913H3fccUev9itXrmT06NH8/Oc/B6CsrIyf/OQn/PGPf4xZjPGEGgFTRIQaITAHYU1ApI/GlTYJV9okRGpxRMlX4LnSEIlliKQJiIRSlXyFQF3f5hNvem/evJlLLrmEtWvXBhxfu3Ytl1xyCZs3b45Jv263mzVr1nDiiScGHD/xxBP55JNPgr5n4cKF7N27lzfe+P/t3XtUVOX+P/D3nhkuIrdEEUjxmmlohaKGWSKmJh7KdTQrLbx0vBzxFllGFpGaHOtUmpVdjkJeIk+WhKWWpkh6vIHhBQ1vJJUgKDqIysDM7N8ffpmfI6CMzTybYb9fa7l09jwz++N7jfiZZ+/97A2QZRlnz57F2rVrMXToUIfUqDZswMgm7u7uqvzGqhTmLRbzFk9teb/33nuoqqqqsf6Z2WxGVVUVFi1a5JD9njt3DiaTCS1bWt/OrGXLlnUeAu3Tpw9Wr16NJ598Eq6urggICICvry+WLFnikBrVhg0Y2cRgMMBguMX6UmQ3zFss5i2emvIuKipCdnZ2nYvPms1mZGVlOfScMOmGpWdkWa6xrdqRI0cwffp0JCQkIDs7G5s2bUJ+fj4mT57ssPrUhOeAkU14xZJYzFss5i2emjI/d+5cvccFBNz6amdbNG/eHFqttkZzV1xcXGNWrFpSUhIefPBBvPjiiwCAe++9F02bNsVDDz2E+fPnIzAw0K41qg1nwMgmXCdJLOYtFvMWT015N2/e3K7jbOHq6ooePXpg8+bNVts3b96MPn361PqaK1eu1FgoV6u9ti6hLNeySDTZhA0Y2USj0XDlaoGYt1jMWzw15R0QEIAePXrU+XfWaDQICwuz++xXtbi4OPznP//B8uXLcfToUTz//PMoKCiwHFKMj49HTEyMZXx0dDS++eYbLF26FKdOncLOnTsxffp09OrVC0FBQQ6pUU14CJKIiEiQ559/Hs8991yNE/E1Gg1cXFwwc+ZMh+37ySefxPnz5zF37lwUFhaia9eu2LBhA9q0ubb4c2FhodWaYGPHjsWlS5fwwQcf4IUXXoCvry8iIyOxcOFCh9WoJpLsxPOIZWVl8PHxgV6vh7e3t9LlqEJ5eTkAwNPTU+FK1IF5i8W8xTtz5gzuvPNOp/k5XlFRgfz8fMtq8rfj119/xaJFi5CVlWXZFhYWhpkzZzp0HTByPFs+H5wBI5u4uLgoXYKqMG+xmLd4asy8c+fO+Pjjj1FUVIRz586hefPmDjvsSA2Xogffk5KS0LNnT3h5ecHf3x/Dhg1DXl6ekiVRLWRZRpW5CuVVV1BSfh4XLutRaariSZgCcFkEsZi3eGrOOyAgAF27dmXzpVKKNmDbt29HbGwsdu/ejc2bN8NoNGLQoEG4fPmykmXRdWRZhsFcifMGPcqNVyDrJFRpTSit1KPCZGAT5mBcGFQs5i0e8ya1UvQQ5KZNm6weJycnw9/fH9nZ2Xj44YcVqoquZ5LN0FeWWx4bK6sAAC6uLtBXlUOn0cFF4pFsR6m+TYua1kpSEvMWT223IiKq1qD+59Tr9QCAZs2a1fr8jYcHysrKAFy7x1VZWRnc3d1hMBjg6uoKo9FoudTXbDZDp9OhsrISbm5uqKiogLu7u+X3yspKaLVayLIMWZah1WpRVVVV51idTme5ekWj0cBoNMLV1bXG2NpqMZlM9R5bn7pvrMXedVfJVTBUVcBsNkOr06GqyggXVxdcLb8CnasLLlRcgI+HN6qqqizrw9xO3XXVYo+8XVxcYDAYrMZWVFTAzc3NYXUbDAa4uLjcdt3VtVS/pvrzfeNn1lF1m0wmSJIESZLs/pl1VN32+Ld2q7z5M8L+/9bUtAwF0fUazCdflmXExcWhb9++6Nq1a61jkpKS4OPjY/nVunVrwVWqz41HGE1VRsssGACYeQjSoXhOkljMW7zKykqlSyBSRINZhiI2Nhbff/89duzYgVatWtU6prYZsNatWzvN5cvOyGCqxIXKMsvjqusOQQKAr6sX3LVuitSmBtWfdzc3ZiwC8xavpKQE/v7+TvNz3B7LUFDj5XTLUEybNg3p6enIzMyss/kCrv1Q5A9GsXSSDjpJC6NsAgCY/u+2IS6uLtBAAx3P/3KoqqprDS8/92Iwb/GqMydSG0X/95RlGdOmTcO6deuQkZGBdu3aKVkO1UKr0cDX1Qv6qnJUmf//+R46SQsfVy/oNFqFK2zcqs+ZITGYt3jMnNRK0QYsNjYWX3zxBb799lt4eXlZ7tLu4+ODJk2aKFkaXUen0cHX1RsmswlXTFcgQYKXqydPniUiIrpNiv4PunTpUuj1ekRERCAwMNDya82aNUqWRbXQShq4al3g8n+HJNl8iWE2m63uF0eOxbzFY97iZGZmIjo6GkFBQZAkCWlpaTcd/80332DgwIFo0aIFvL29ER4ejh9++EFMsSqg+CFIci46Hc/5Eol5i8W8xVNj5mazGbt378bGjRtRWlqKZs2aISoqCr1793bol9vLly/jvvvuw7hx4zB8+PBbjs/MzMTAgQOxYMEC+Pr6Ijk5GdHR0dizZw9CQ0MdVqdaqO+TT39J9SXjPElZDOYtFvMWT23LUFy8eBEzZsxAbm4utFotTCYTtFotNm7ciJCQECxevBi+vr4O2feQIUMwZMiQeo9ftGiR1eMFCxbg22+/xfr169mA2QGPI5FNeCWqWMxbLOYtnpryNpvNmDFjBn799VcA1xavvf73X3/9FTNmzGiwh2XNZjMuXbpU52LpZBs2YGSTiooK3jpEIOYtFvMWT01579mzB7m5uZaG60Ymkwm5ubnYu3ev4Mrq55133sHly5cxcuRIpUtpFNiAkU14s2KxmLdYzFs8NeW9YcOGWy67odVqsWHDBkEV1V9qaioSExOxZs0a+Pv7K11Oo8BzwMgmvFmxWMxbLOYtnppmwEpLS+uc/apmMplQWloqqKL6WbNmDZ577jl89dVXeOSRR5Qup9FgA0Y2UdO31YaAeYvFvMVTU+bNmjWznHhfF61W26DOsUpNTcX48eORmpqKoUOHKl1Oo8JDkGSTyspK1V21pCTmLRbzFk9NeUdFRdVrBiwqKsoh+y8vL0dOTg5ycnIAAPn5+cjJyUFBQQEAID4+HjExMZbxqampiImJwTvvvIMHHngARUVFKCoqgl6vd0h9asMGjGyi0+lUuW6PUpi3WMxbPDXl3bt3b4SEhNR5HphWq0VISAh69erlkP1nZWUhNDTUsoREXFwcQkNDkZCQAAAoLCy0NGMA8Mknn8BoNCI2NtZqsfQZM2Y4pD61Uc8nn+yioV4e3Vgxb7GYt3hqylyj0WDx4sW1rgNmMpnQuXNnLF682GGLsUZERNx0AfSUlBSrxxkZGQ6pg65hA0ZERCRI9Yrye/bsqbESfq9evXibNxVhA0Y24Q8HsZi3WMxbPDVmrtFoEB4ejvDwcKVLIQWxASObGI1GpUtQFeYtFvMWj5mTWrEBI5twfSSxmLdYzFs8Zk5qxQaMbMKFKsVi3mIxb/HUtBAr0fXYgJFN1LRoYkPAvMVi3uIxc1IrNmBkE84QiMW8xWLe4nEGjNSKDRjZhN9WxWLeYjFv8Zg5qRUbMLKJwWAAwBkCUZi3WMxbvOrMidSGDRjZxMXFRekSVIV5i8W8xWPmpFbqWwGP/hKz2ayqW4cojXmLxbzFU3PexcXFOHHiBIqLi4XsLzMzE9HR0QgKCoIkSUhLS7vlawwGA+bMmYM2bdrAzc0NHTp0wPLlyx1frApwBoyIiEigrVu3YsWKFTh8+LBlW7du3fDss88iMjLSYfu9fPky7rvvPowbNw7Dhw+v12tGjhyJs2fPYtmyZejYsSOKi4u5eK6dsAEjm6jxtiFKYt5iMW/x1Jb5hx9+iOTk5Bp/79zcXLz00ksYP348pkyZ4pB9DxkyBEOGDKn3+E2bNmH79u04deoUmjVrBgBo27atQ2pTI3V98ukvMxqN/PYjEPMWi3mLp6a8t27diuTkZAA1D71WP16+fDm2bt0qvLbapKenIywsDG+99RbuvPNOdOrUCbNmzcLVq1eVLq1R4AwY2YRXh4nFvMVi3uKpKfOVK1dCo9Hc9Lw3jUaDVatWOfRQZH2dOnUKO3bsgLu7O9atW4dz585hypQpKC0t5XlgdsAGjGzChSrFYt5iMW/x1LIQa3FxMQ4dOnTLcWazGQcPHkRJSQlatGghoLKb1yJJElavXg0fHx8AwLvvvosRI0bgww8/RJMmTRStz9nxECTZxN3dnQsnCsS8xWLe4qkl77KyMpvG6/V6B1VSf4GBgbjzzjstzRcAdOnSBbIs448//lCwssaBDRjZpKKiQjXfWBsC5i0W8xZPLXl7e3vbNP76pkcpDz74IM6cOYPy8nLLtmPHjkGj0aBVq1YKVtY4sAEjm3CGQCzmLRbzFk8tefv7+6Nbt263vOpTo9Hg3nvvdcjhx/LycuTk5CAnJwcAkJ+fj5ycHBQUFAAA4uPjERMTYxk/atQo+Pn5Ydy4cThy5AgyMzPx4osvYvz48Tz8aAdswMgmBoOBtw4RiHmLxbzFU1Pezz777C0XnjWbzXjmmWccsv+srCyEhoYiNDQUABAXF4fQ0FAkJCQAAAoLCy3NGAB4enpi8+bNuHjxIsLCwjB69GhER0fj/fffd0h9asOT8MkmPDlZLOYtFvMWT02ZR0ZGYvz48Vi+fHmNqyGrH48fP95hV0BGRERAluU6n09JSamxrXPnzti8ebND6lE7NmBkk+o1e9zc3BSuRB2Yt1jMWzw1rQMGAFOmTEHnzp2xcuVKq6siu3btimeeeaZBLD9BYrABI5uobdVqpTFvsZi3eGrMPDIyEpGRkSgpKYFer4ePj4/iS06QeGzAiIiIFNCiRQs2XirGBoxscqsTSMm+mLdYzFs8Zk5qxQaMbKLT8SMjEvMWi3mLx8xJrdR38J3+ksrKSlRWVipdhmowb7GYt3jMm9SKXz3IJrw6TCzmLRbzFo+Zk1qxASOb8GbFYjFvsZi3eGq5FRHRjdiAkU3UctuQhoJ5i8W8xWPmpFZswMgmnCEQi3mLxbzF4wwYqRVPwieb8GbFYjFvsZi3eGrMW5ZlHD58GEuWLMGCBQuwZMkSHD582KH7TEpKQs+ePeHl5QV/f38MGzYMeXl5t3zd9u3b0aNHD7i7u6N9+/b4+OOPHVqnmnAGjGxSfcUSZwjEYN5iMW/x1HYV5MmTJ5GQkIC8vDxotVrL9s8//xx333035s6diw4dOth9v9u3b0dsbCx69uwJo9GIOXPmYNCgQThy5AiaNm1a62vy8/MRFRWFCRMmYNWqVdi5cyemTJmCFi1aYPjw4XavUW0k+WZ35mzgysrK4OPjA71eD29vb6XLUYWrV68CAJo0aaJwJerAvMVi3uKdPXsWAQEBTvNzvKKiAvn5+WjXrp3Ns3cnT57EuHHjUFFRUesCtFqtFm5ubkhJSUH79u3tVXKtSkpK4O/vj+3bt+Phhx+udczs2bORnp6Oo0ePWrZNnjwZBw4cwK5duxxan7Oy5fPBQ5BEREQOJssyEhIS6my+AMBkMqGiogKvvfaaw+vR6/UAgGbNmtU5ZteuXRg0aJDVtsGDByMrKwtVVVUOrU8N2ICRTcxmM28dIhDzFot5i6eWvHNzc5GXl3fLv6/ZbEZeXh5yc3MdVossy4iLi0Pfvn3RtWvXOscVFRWhZcuWVttatmwJo9GIc+fOOaw+tWADRjbR6XS8dYhAzFss5i2eWvLetm2b1TlfN6PVarF161aH1TJ16lQcPHgQqamptxwrSZLV4+qzlm7cTrZjA0Y24a1axGLeYjFv8dSS96VLl+o9VpIkm8bbYtq0aUhPT8e2bdvQqlWrm44NCAhAUVGR1bbi4mLodDr4+fk5pD41UcdXD7Ib3jZELOYtFvMWTy2Ze3l51XusLMs2ja/ve06bNg3r1q1DRkYG2rVrd8vXhIeHY/369VbbfvzxR4SFhcHFxcWu9akRZ8DIJhUVFVw4USDmLRbzFk8teffv3x8mk6leY00mEyIjI+26/9jYWKxatQpffPEFvLy8UFRUhKKiIsuVvwAQHx+PmJgYy+PJkyfj9OnTiIuLw9GjR7F8+XIsW7YMs2bNsmttasUGjGzChSrFYt5iMW/x1JJ3SEgI7r77bmg0N/9vV6vV4u6770ZISIhd97906VLo9XpEREQgMDDQ8mvNmjWWMYWFhSgoKLA8bteuHTZs2ICMjAzcf//9mDdvHt5//32uAWYnPARJNuGtWsRi3mIxb/HUMgMmSRLmzp1br3XA5s2bZ/f912fJz5SUlBrb+vXrh/3799u9HuIMGNmIMwRiMW+xmLd4asq7Q4cOSElJwV133QXgWsOl0+ksV0d27NhRyCKs1DBwBoxswlu1iMW8xWLe4qnlKshq7du3x+rVq5Gbm4utW7fi0qVL8PLyQmRkpN0PO1LDxgaMbKKWNXsaCuYtFvMWT62Zh4SEsOFSOXV+8um2qWXV6oaCeYvFvMVj5qRWPAeMiIiISDDOgJFNbnUJNdkX8xaLeYvHzEmt2ICRTYxGo9IlqArzFot5i8fMSa3YgJFNeHWYWMxbLOYtHjMntWIDRjbhQpViMW+xmLd4almIlehGbMDIJmpaNLEhYN5iMW/xmDmpFc9+JJvwZsViMW+xmLd4astblmUcPnwYiYmJiIiIQK9evRAREYHExEQcPny4XrcMuh1JSUno2bMnvLy84O/vj2HDhiEvL6/er9+5cyd0Oh3uv/9+h9SnRmzAyCa8VYtYzFss5i2emvI2Go2YO3cuxo4di40bN6K8vBxmsxnl5eXYuHEjxo4di7lz5zrkwoTt27cjNjYWu3fvxubNm2E0GjFo0CBcvnz5lq/V6/WIiYnBgAED7F6XmvEQJNnEYDAA4DkyojBvsZi3eNWZN3ayLOPNN9/Ed999BwAwmUxWz1c//u677yBJEhISEuy6/02bNlk9Tk5Ohr+/P7Kzs/Hwww/f9LWTJk3CqFGjoNVqkZaWZte61IwzYGQTFxcXuLi4KF2GajBvsZi3eGrJOzc3F+vXr7/lIUZZlpGeno7c3FyH1qPX6wEAzZo1u+m45ORknDx5Eq+//rpD61EjNmBkE5PJVOObGzkO8xaLeYunlrzXrl0LrVZbr7FarRZr1651WC2yLCMuLg59+/ZF165d6xx3/PhxvPzyy1i9erVq79npSGzAyCaSJEGSJKXLUA3mLRbzFk8teWdkZNS72TSZTNi2bZvDapk6dSoOHjyI1NTUm9YwatQovPHGG+jUqZPDalEztrRkE7X8sGwomLdYzFs8tWR+5coVh46vr2nTpiE9PR2ZmZlo1apVneMuXbqErKws/PLLL5g6dSqAazdOl2UZOp0OP/74IyIjIx1So1qwASObqOVwQUPBvMVi3uKpJXMPDw+Ul5fbNN6eZFnGtGnTsG7dOmRkZKBdu3Y3He/t7Y1Dhw5Zbfvoo4+wdetWrF279pavp1tjA0Y24dVhYjFvsZi3eGrJPCIiAhs3bqxXw6nVatG/f3+77j82NhZffPEFvv32W3h5eaGoqAgA4OPjgyZNmgAA4uPj8eeff2LFihXQaDQ1zg/z9/eHu7v7Tc8bo/rjOWBkEy5UKRbzFot5i6eWvEeMGGHTOWAjRoyw6/6XLl0KvV6PiIgIBAYGWn6tWbPGMqawsBAFBQV23S/VjTNgZBM1LZrYEDBvsZi3eGrJPCQkBNHR0fjuu+9uuhSFJEmIjo5GSEiIXfdfnxX2U1JSbvp8YmIiEhMT7VMQcQaMbMMZArGYt1jMWzy15C1JEubMmYPo6GgAqLEkRfXj6OhovPLKK8LrI/E4A0Y2Ucu31YaCeYvFvMVTU+Y6nQ4JCQkYPnw41q5di23btuHKlSvw8PBA//79MWLECLvPfFHDxQaMbMJbtYjFvMVi3uKp5VZE1wsJCUFISAhXl1c5NmBkE/7HJBbzFot5i8fMSa14DhjZxGg0wmg0Kl2GajBvsZi3eM6ad31Oaif1seVzwQaMbKLRaKDR8GMjCvMWi3mL52x5V58sX1lZqXAl1BBVfy7qc99PHoIkIiKqJ51OBw8PD5SUlMDFxcXpGkhyHLPZjJKSEnh4eNTr5uVswMgmZrNZ6RJUhXmLxbzFc7bMJUlCYGAg8vPzcfr0aaXLoQZGo9EgODi4Xvc4ZQNGNqlPV0/2w7zFYt7iOWPmrq6uuOuuu3gYkmpwdXWt96yo833ySVHVP3Dc3NwUrkQdmLdYzFs8Z21iNBqNqtYwI/tT9OB1ZmYmoqOjERQUBEmSkJaWpmQ5VA9ubm78z0kg5i0W8xaPeZNaKdqAXb58Gffddx8++OADJcsgG/BWLWIxb7GYt3jMm9RK0UOQQ4YMwZAhQ5QsgWzEKXexmLdYzFs8Zk5q5VTngBkMBqvbVuj1egDA+fPnUVZWBnd3dxgMBri6usJoNFpOhDObzdDpdKisrISbmxsqKirg7u5u+b2yshJarRayLEOWZWi1WlRVVdU5VqfTWa7c0Wg0MBqNcHV1rTG2tlpMJlO9x9an7htrcWTdLi4uuHDhAlxdXaHT6SyvcXNzQ1VVlWXdk9upu65a7FW3wWCwGuvoug0GA1xcXG677upaasv7+s+so+o2mUyQJAmSJNn9M+uouu3xb+1WefNnhP3/rZWWlgLgwqakPk7VgCUlJeGNN96osb19+/YKVENERPZy/vx5+Pj4KF0GkTCS3EC+dkiShHXr1mHYsGF1jrlxBuzixYto06YNCgoK+A9XkLKyMrRu3Rq///47vL29lS6n0WPeYjFv8fR6PYKDg3HhwgX4+voqXQ6RME41A1bXFUo+Pj78YSmYt7c3MxeIeYvFvMXjivKkNvzEExEREQmm6AxYeXk5Tpw4YXmcn5+PnJwcNGvWDMHBwQpWRkREROQ4ijZgWVlZ6N+/v+VxXFwcAGDMmDFISUm55evd3Nzw+uuvcyE/gZi5WMxbLOYtHjMntWowJ+ETERERqQXPASMiIiISjA0YERERkWBswIiIiIgEYwNGREREJJjTN2BJSUmQJAkzZ85UupRGKzEx0XJfwOpfAQEBSpfV6P3555945pln4OfnBw8PD9x///3Izs5WuqxGqW3btjU+45IkITY2VunSGiWj0YhXX30V7dq1Q5MmTdC+fXvMnTvXch9KIjVwqpXwb7Rv3z58+umnuPfee5UupdELCQnBli1bLI+rb6pLjnHhwgU8+OCD6N+/PzZu3Ah/f3+cPHmSt2pxkH379sFkMlkeHz58GAMHDsQTTzyhYFWN18KFC/Hxxx/j888/R0hICLKysjBu3Dj4+PhgxowZSpdHJITTNmDl5eUYPXo0PvvsM8yfP1/pcho9nU7HWS+BFi5ciNatWyM5OdmyrW3btsoV1Mi1aNHC6vG//vUvdOjQAf369VOoosZt165dePzxxzF06FAA1z7bqampyMrKUrgyInGc9hBkbGwshg4dikceeUTpUlTh+PHjCAoKQrt27fDUU0/h1KlTSpfUqKWnpyMsLAxPPPEE/P39ERoais8++0zpslShsrISq1atwvjx4yFJktLlNEp9+/bFTz/9hGPHjgEADhw4gB07diAqKkrhyojEccoZsC+//BLZ2dn8tiRI7969sWLFCnTq1Alnz57F/Pnz0adPH+Tm5sLPz0/p8hqlU6dOYenSpYiLi8Mrr7yCvXv3Yvr06XBzc0NMTIzS5TVqaWlpuHjxIsaOHat0KY3W7Nmzodfr0blzZ2i1WphMJrz55pt4+umnlS6NSBina8B+//13zJgxAz/++CPc3d2VLkcVhgwZYvlzt27dEB4ejg4dOuDzzz+33D6K7MtsNiMsLAwLFiwAAISGhiI3NxdLly5lA+Zgy5Ytw5AhQxAUFKR0KY3WmjVrsGrVKnzxxRcICQlBTk4OZs6ciaCgIIwZM0bp8oiEcLoGLDs7G8XFxejRo4dlm8lkQmZmJj744AMYDAaeIO5gTZs2Rbdu3XD8+HGlS2m0AgMDcc8991ht69KlC77++muFKlKH06dPY8uWLfjmm2+ULqVRe/HFF/Hyyy/jqaeeAnDti93p06eRlJTEBoxUw+kasAEDBuDQoUNW28aNG4fOnTtj9uzZbL4EMBgMOHr0KB566CGlS2m0HnzwQeTl5VltO3bsGNq0aaNQReqQnJwMf39/y8nh5BhXrlyBRmN9CrJWq+UyFKQqTteAeXl5oWvXrlbbmjZtCj8/vxrbyT5mzZqF6OhoBAcHo7i4GPPnz0dZWRm/qTrQ888/jz59+mDBggUYOXIk9u7di08//RSffvqp0qU1WmazGcnJyRgzZgx0Oqf70ehUoqOj8eabbyI4OBghISH45Zdf8O6772L8+PFKl0YkDH/K0C398ccfePrpp3Hu3Dm0aNECDzzwAHbv3s3ZGAfq2bMn1q1bh/j4eMydOxft2rXDokWLMHr0aKVLa7S2bNmCgoICNgECLFmyBK+99hqmTJmC4uJiBAUFYdKkSUhISFC6NCJhJFmWZaWLICIiIlITp10HjIiIiMhZsQEjIiIiEowNGBEREZFgbMCIiIiIBGMDRkRERCQYGzAiIiIiwdiAEREREQnGBozoNkmShLS0tDqfj4iIwMyZM4XVczMZGRmQJAkXL160+bXLli3DoEGD7F/UdT744AM89thjDt0HEVFDwgaMnEpxcTEmTZqE4OBguLm5ISAgAIMHD8auXbuULq3BsGfjZzAYkJCQgNdee80u71eXCRMmYN++fdixY4dD90NE1FDwVkTkVIYPH46qqip8/vnnaN++Pc6ePYuffvoJpaWlSpfWKH399dfw9PR0+I3X3dzcMGrUKCxZsgR9+/Z16L6IiBoCzoCR07h48SJ27NiBhQsXon///mjTpg169eqF+Ph4DB061DJOr9dj4sSJ8Pf3h7e3NyIjI3HgwAHL84mJibj//vvxySefoHXr1vDw8MATTzxhdXhu3759GDhwIJo3bw4fHx/069cP+/fv/0v1V1ZW4qWXXsKdd96Jpk2bonfv3sjIyLA8n5KSAl9fX/zwww/o0qULPD098eijj6KwsNAyxmg0Yvr06fD19YWfnx9mz56NMWPGYNiwYQCAsWPHYvv27Vi8eDEkSYIkSfjtt98sr8/OzkZYWBg8PDzQp08f5OXl3bTmL7/8stZDg8uXL0dISAjc3NwQGBiIqVOnWp6TJAmffPIJ/va3v8HDwwNdunTBrl27cOLECURERKBp06YIDw/HyZMnrd7zscceQ1paGq5evWpDqkREzokNGDkNT09PeHp6Ii0tDQaDodYxsixj6NChKCoqwoYNG5CdnY3u3btjwIABVrNkJ06cwH//+1+sX78emzZtQk5ODmJjYy3PX7p0CWPGjMHPP/+M3bt346677kJUVBQuXbp02/WPGzcOO3fuxJdffomDBw/iiSeewKOPPorjx49bxly5cgX//ve/sXLlSmRmZqKgoACzZs2yPL9w4UKsXr0aycnJ2LlzJ8rKyqzOQ1u8eDHCw8MxYcIEFBYWorCwEK1bt7Y8P2fOHLzzzjvIysqCTqe75Y2nf/75Z4SFhVltW7p0KWJjYzFx4kQcOnQI6enp6Nixo9WYefPmISYmBjk5OejcuTNGjRqFSZMmIT4+HllZWQBg1bQBQFhYGKqqqrB37976BUpE5MxkIieydu1a+Y477pDd3d3lPn36yPHx8fKBAwcsz//000+yt7e3XFFRYfW6Dh06yJ988oksy7L8+uuvy1qtVv79998tz2/cuFHWaDRyYWFhrfs1Go2yl5eXvH79ess2APK6devqrLVfv37yjBkzZFmW5RMnTsiSJMl//vmn1ZgBAwbI8fHxsizLcnJysgxAPnHihOX5Dz/8UG7ZsqXlccuWLeW3337bqq7g4GD58ccfr3W/1bZt2yYDkLds2WLZ9v3338sA5KtXr9Za/4ULF2QAcmZmptX2oKAgec6cOXX+vQHIr776quXxrl27ZADysmXLLNtSU1Nld3f3Gq+944475JSUlDrfm4ioseAMGDmV4cOH48yZM0hPT8fgwYORkZGB7t27IyUlBcC1Q2zl5eXw8/OzzJh5enoiPz/f6pBXcHAwWrVqZXkcHh4Os9lsOSRXXFyMyZMno1OnTvDx8YGPjw/Ky8tRUFBwW3Xv378fsiyjU6dOVnVt377dqi4PDw906NDB8jgwMBDFxcUArh1aPXv2LHr16mV5XqvVokePHvWu495777V67+q/a22qDwW6u7tbthUXF+PMmTMYMGBAvffTsmVLAEC3bt2stlVUVKCsrMzqdU2aNMGVK1fq81chInJqPAmfnI67uzsGDhyIgQMHIiEhAf/4xz/w+uuvY+zYsTCbzQgMDLQ6t6qar69vne8pSZLV72PHjkVJSQkWLVqENm3awM3NDeHh4aisrLytms1mM7RaLbKzs6HVaq2e8/T0tPzZxcWlRl2yLNdaa7Ubn7+Z69+/+n3MZnOtY/38/CBJEi5cuGDZ1qRJk9veT332XVpaihYtWtRrH0REzowzYOT07rnnHly+fBkA0L17dxQVFUGn06Fjx45Wv5o3b255TUFBAc6cOWN5vGvXLmg0GnTq1AnAtXOfpk+fjqioKMvJ5ufOnbvtGkNDQ2EymVBcXFyjroCAgHq9h4+PD1q2bGl1jpTJZMIvv/xiNc7V1RUmk+m2a73+fe655x4cOXLEss3Lywtt27bFTz/99Jff/0YnT55ERUUFQkND7f7eREQNDRswchrnz59HZGQkVq1ahYMHDyI/Px9fffUV3nrrLTz++OMAgEceeQTh4eEYNmwYfvjhB/z222/43//+h1dffdVy8jdwbRZtzJgxOHDggKXZGjlypKUZ6tixI1auXImjR49iz549GD16dL1nf2rTqVMnjB49GjExMfjmm2+Qn5+Pffv2YeHChdiwYUO932fatGlISkrCt99+i7y8PMyYMQMXLlywmhVr27Yt9uzZg99++w3nzp2rc4arPgYPHlxjba7ExES88847eP/993H8+HHs378fS5Ysue19VPv555/Rvn17q0OwRESNFQ9BktPw9PRE79698d577+HkyZOoqqpC69atMWHCBLzyyisArh3a2rBhA+bMmYPx48ejpKQEAQEBePjhhy3nIgHXGqy///3viIqKQmlpKaKiovDRRx9Znl++fDkmTpyI0NBQBAcHY8GCBVZXI96O5ORkzJ8/Hy+88AL+/PNP+Pn5ITw8HFFRUfV+j9mzZ6OoqAgxMTHQarWYOHEiBg8ebHVYc9asWRgzZgzuueceXL16Ffn5+bdd84QJE9C9e3fo9Xr4+PgAAMaMGYOKigq89957mDVrFpo3b44RI0bc9j6qpaamYsKECX/5fYiInIEk23ICCVEjkJiYiLS0NOTk5Chdyl9mNpvRpUsXjBw5EvPmzXPIPkaOHInQ0FDEx8c75P0B4PDhwxgwYACOHTtmafSIiBozHoIkciKnT5/GZ599hmPHjuHQoUP45z//ifz8fIwaNcph+3z77betLhRwhDNnzmDFihVsvohINXgIksiJaDQapKSkYNasWZBlGV27dsWWLVvQpUsXh+2zTZs2mDZtmsPeH4DDb/ZNRNTQ8BAkERERkWA8BElEREQkGBswIiIiIsHYgBEREREJxgaMiIiISDA2YERERESCsQEjIiIiEowNGBEREZFgbMCIiIiIBGMDRkRERCTY/wNVWYAnpgH8MQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "ax = sns.scatterplot(data=iris_sns, \n",
    "                     x=\"sepal_length\", \n",
    "                     y=\"sepal_width\", \n",
    "                     hue = \"petal_length\",\n",
    "                     size = \"petal_width\",\n",
    "                     palette = 'RdYlBu_r')\n",
    "\n",
    "# size 用散点大小表达花瓣宽度\n",
    "\n",
    "ax.set_xlabel('Sepal length (cm)')\n",
    "ax.set_ylabel('Sepal width (cm)')\n",
    "ax.set_xticks(np.arange(4, 8 + 1, step=1))\n",
    "ax.set_yticks(np.arange(1, 5 + 1, step=1))\n",
    "ax.axis('scaled')\n",
    "ax.grid(linestyle='--', linewidth=0.25, color=[0.7,0.7,0.7])\n",
    "ax.set_xbound(lower = 4, upper = 8)\n",
    "ax.set_ybound(lower = 1, upper = 5)\n",
    "ax.legend(loc='lower left', bbox_to_anchor=(1.1, 0), ncol=1)\n",
    "# 将图例置于散点图之外，放置方式为左下\n",
    "# 图例定位点为 (1.1, 0)\n",
    "# 其他放置方式：'best', 'upper right', 'upper left', 'lower left', \n",
    "# 'lower right', 'right', 'center left', 'center right', \n",
    "# 'lower center', 'upper center', 'center'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "f91e02cc-05a4-404a-a1ad-730321378c5a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x17e356aa2b0>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "ax = sns.scatterplot(data=iris_sns, \n",
    "                     x=\"sepal_length\", \n",
    "                     y=\"sepal_width\", \n",
    "                     hue = \"species\",\n",
    "                     size = \"petal_width\")\n",
    "\n",
    "# size 用散点大小表达花瓣宽度\n",
    "\n",
    "ax.set_xlabel('Sepal length (cm)')\n",
    "ax.set_ylabel('Sepal width (cm)')\n",
    "ax.set_xticks(np.arange(4, 8 + 1, step=1))\n",
    "ax.set_yticks(np.arange(1, 5 + 1, step=1))\n",
    "ax.axis('scaled')\n",
    "ax.grid(linestyle='--', linewidth=0.25, color=[0.7,0.7,0.7])\n",
    "ax.set_xbound(lower = 4, upper = 8)\n",
    "ax.set_ybound(lower = 1, upper = 5)\n",
    "ax.legend(loc='lower left', bbox_to_anchor=(1.1, 0), ncol=1)\n",
    "# 将图例置于散点图之外，位置为左下\n",
    "# \n",
    "# 其他位置：'best', 'upper right', 'upper left', 'lower left', \n",
    "# 'lower right', 'right', 'center left', 'center right', \n",
    "# 'lower center', 'upper center', 'center'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0785bd4c-777a-4f80-8888-10ad749114e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Repo: https://github.com/Visualize-ML\n",
    "# Book 2 Beauty of Visualization  |  From Basic Arithmetic to Machine Learning\n",
    "# Published and copyrighted by Tsinghua University Press\n",
    "# Beijing, China, 2023"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
